Skip to content

Instantly share code, notes, and snippets.

@Romern

Romern/mpeg7-format.xml

Created March 24, 2021 12:14
Show Gist options
  • Save Romern/00939b6864b6c7fe2c450073ab713ada to your computer and use it in GitHub Desktop.
Save Romern/00939b6864b6c7fe2c450073ab713ada to your computer and use it in GitHub Desktop.
Download ZIP
Raw
mpeg7-format.xml
<?xml version="1.0" encoding="UTF-8"?>
<Mpeg7
xmlns="urn:mpeg:mpeg7:schema:2001"
xmlns:mpeg7="urn:mpeg7:schema:2001"
xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance">
<Description xsi:type="ContentEntityType">
<MultimediaContent xsi:type="VideoType">
<Video id="videosegment">
<MediaLocator>
<MediaUri>https://admin.streaming.rwth-aachen.de/files/mediapackage/e97569b7-9bb9-4ed0-bd4f-9adbb66595cc/db24fdd6-6d07-44bf-9677-f663fce8e2c0/IDS_01_intro.mp4</MediaUri>
</MediaLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01H35M54S671N1000F</MediaDuration>
</MediaTime>
<TemporalDecomposition criteria="temporal" gap="false" overlap="false">
<VideoSegment id="segment-1">
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M35S67N1000F</MediaDuration>
</MediaTime>
<SpatioTemporalDecomposition gap="true" overlap="false">
<VideoText id="null-1" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M35S67N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Introduction to Data Science</Text>
</VideoText>
<VideoText id="null-2" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M35S67N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Lecture 1</Text>
</VideoText>
<VideoText id="null-3" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M35S67N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>r Chair of Process</Text>
</VideoText>
<VideoText id="null-4" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M35S67N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>b and Data Science</Text>
</VideoText>
</SpatioTemporalDecomposition>
</VideoSegment>
<VideoSegment id="segment-2">
<MediaTime>
<MediaRelTimePoint>T00:01:35:67F1000</MediaRelTimePoint>
<MediaDuration>PT01M33S533N1000F</MediaDuration>
</MediaTime>
<SpatioTemporalDecomposition gap="true" overlap="false">
<VideoText id="null-1" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M33S533N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Our society is driven by data the new</Text>
</VideoText>
<VideoText id="null-2" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M33S533N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>At all levels personal device</Text>
</VideoText>
<VideoText id="null-3" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M33S533N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>system system of systems</Text>
</VideoText>
<VideoText id="null-4" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M33S533N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>organization nation world</Text>
</VideoText>
<VideoText id="null-5" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M33S533N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Data volume grows exponentially</Text>
</VideoText>
<VideoText id="null-6" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M33S533N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Allows to create new and develop</Text>
</VideoText>
<VideoText id="null-7" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M33S533N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>existing products and services</Text>
</VideoText>
<VideoText id="null-8" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M33S533N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>NMWAVA</Text>
</VideoText>
<VideoText id="null-9" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M33S533N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>VAVAVAVA</Text>
</VideoText>
<VideoText id="null-10" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M33S533N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>mmmm</Text>
</VideoText>
<VideoText id="null-11" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M33S533N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>mmmm</Text>
</VideoText>
<VideoText id="null-12" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M33S533N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>mmmm</Text>
</VideoText>
<VideoText id="null-13" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M33S533N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>mmmm</Text>
</VideoText>
<VideoText id="null-14" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M33S533N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>mmmm</Text>
</VideoText>
<VideoText id="null-15" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M33S533N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>WAVAVA</Text>
</VideoText>
<VideoText id="null-17" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M33S533N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Mg</Text>
</VideoText>
<VideoText id="null-18" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M33S533N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>t</Text>
</VideoText>
<VideoText id="null-19" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M33S533N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>r chair at Process</Text>
</VideoText>
<VideoText id="null-20" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M33S533N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>L and Data Science</Text>
</VideoText>
</SpatioTemporalDecomposition>
</VideoSegment>
<VideoSegment id="segment-3">
<MediaTime>
<MediaRelTimePoint>T00:03:08:600F1000</MediaRelTimePoint>
<MediaDuration>PT04M07S633N1000F</MediaDuration>
</MediaTime>
<SpatioTemporalDecomposition gap="true" overlap="false">
<VideoText id="null-1" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT04M07S633N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>exploration locating the data</Text>
</VideoText>
<VideoText id="null-2" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT04M07S633N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>extraction how to obtain</Text>
</VideoText>
<VideoText id="null-3" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT04M07S633N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>transformation clean and filter data</Text>
</VideoText>
<VideoText id="null-4" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT04M07S633N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>storage big data</Text>
</VideoText>
<VideoText id="null-5" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT04M07S633N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>transportation getting it to the right person</Text>
</VideoText>
<VideoText id="null-6" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT04M07S633N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>usage analysis predictions and actions</Text>
</VideoText>
<VideoText id="null-7" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT04M07S633N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>data can be copied oil not</Text>
</VideoText>
<VideoText id="null-8" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT04M07S633N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>data is specific oil is not</Text>
</VideoText>
<VideoText id="null-9" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT04M07S633N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>if small data storage and transport are cheap</Text>
</VideoText>
</SpatioTemporalDecomposition>
</VideoSegment>
<VideoSegment id="segment-4">
<MediaTime>
<MediaRelTimePoint>T00:07:16:233F1000</MediaRelTimePoint>
<MediaDuration>PT03M31S267N1000F</MediaDuration>
</MediaTime>
<SpatioTemporalDecomposition gap="true" overlap="false">
<VideoText id="null-1" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT03M31S267N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>the best that</Text>
</VideoText>
<VideoText id="null-2" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT03M31S267N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>can happen</Text>
</VideoText>
</SpatioTemporalDecomposition>
</VideoSegment>
<VideoSegment id="segment-5">
<MediaTime>
<MediaRelTimePoint>T00:10:47:500F1000</MediaRelTimePoint>
<MediaDuration>PT01M20S367N1000F</MediaDuration>
</MediaTime>
<SpatioTemporalDecomposition gap="true" overlap="false">
<VideoText id="null-1" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M20S367N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Why CW The Turing award winner Peter Naur used the term d</Text>
</VideoText>
<VideoText id="null-2" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M20S367N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>science already In 1974</Text>
</VideoText>
<VideoText id="null-3" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M20S367N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>10</Text>
</VideoText>
<VideoText id="null-4" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M20S367N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>00</Text>
</VideoText>
<VideoText id="null-5" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M20S367N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>11</Text>
</VideoText>
<VideoText id="null-6" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M20S367N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>10</Text>
</VideoText>
<VideoText id="null-7" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M20S367N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>10</Text>
</VideoText>
<VideoText id="null-8" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M20S367N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>7 iv i II 111m1 ooa1ommmnm1uom II II I 7</Text>
</VideoText>
<VideoText id="null-9" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M20S367N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>001m I1 1B119003IOO1102101010101010010101010101 010101 00 100191100010000100011IlIlI</Text>
</VideoText>
<VideoText id="null-10" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M20S367N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>L 010101010113 0060001010015100103 1000051101100311000000 1m1001011 0001 of11100010 II 0</Text>
</VideoText>
<VideoText id="null-11" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M20S367N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>gt 00101 00300401000190110000001010011100000010100101011 01010001100101 001 0_01111100I i</Text>
</VideoText>
<VideoText id="null-12" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M20S367N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>I 0010 B01E100111000000101001110000001010010110001001111000100001000101000101010 1010 1 E I</Text>
</VideoText>
<VideoText id="null-13" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M20S367N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>u H x 0m01w00900010100111900000101001010011021010101010100101010101071010 4010010010 1 190 III</Text>
</VideoText>
<VideoText id="null-14" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M20S367N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>II 001011300109003100 1 10001010001001100000010100111000000101001010110101000 00 100100 111m0 1</Text>
</VideoText>
<VideoText id="null-15" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M20S367N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>m 0910100101001009001 010110000001010011100000910100101 100010014 110001000011m01010001 0101 6101m I</Text>
</VideoText>
<VideoText id="null-16" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M20S367N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>II I IA I I 3llll II 7All ll IIIIII I II IIIIII I II I ll l I I III lr l 2 I I I lll</Text>
</VideoText>
</SpatioTemporalDecomposition>
</VideoSegment>
<VideoSegment id="segment-6">
<MediaTime>
<MediaRelTimePoint>T00:12:07:867F1000</MediaRelTimePoint>
<MediaDuration>PT02M16S133N1000F</MediaDuration>
</MediaTime>
<SpatioTemporalDecomposition gap="true" overlap="false">
<VideoText id="null-1" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT02M16S133N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Our digital</Text>
</VideoText>
<VideoText id="null-2" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT02M16S133N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>shadows are</Text>
</VideoText>
<VideoText id="null-3" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT02M16S133N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>catching up</Text>
</VideoText>
</SpatioTemporalDecomposition>
</VideoSegment>
<VideoSegment id="segment-7">
<MediaTime>
<MediaRelTimePoint>T00:14:24:0F1000</MediaRelTimePoint>
<MediaDuration>PT03M20S630N1000F</MediaDuration>
</MediaTime>
<SpatioTemporalDecomposition gap="true" overlap="false">
<VideoText id="null-1" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT03M20S630N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Dimensions</Text>
</VideoText>
<VideoText id="null-2" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT03M20S630N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Different types of data structured unstructured text</Text>
</VideoText>
<VideoText id="null-3" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT03M20S630N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>images events etc</Text>
</VideoText>
<VideoText id="null-4" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT03M20S630N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Different types of tasks supervised unsupervised</Text>
</VideoText>
<VideoText id="null-5" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT03M20S630N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Human versus machine who does what</Text>
</VideoText>
<VideoText id="null-6" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT03M20S630N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Algorithm versus visualization</Text>
</VideoText>
<VideoText id="null-7" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT03M20S630N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Flexibility versus usability e g Python versus Celonis</Text>
</VideoText>
<VideoText id="null-8" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT03M20S630N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Scalability versus quality</Text>
</VideoText>
<VideoText id="null-9" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT03M20S630N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Responsibility fairness privacy transparency etc</Text>
</VideoText>
<VideoText id="null-10" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT03M20S630N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>mg</Text>
</VideoText>
<VideoText id="null-11" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT03M20S630N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>RB chair of Process</Text>
</VideoText>
<VideoText id="null-12" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT03M20S630N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>PADS uuuuuuu llllllllllllllllllllll eeeeeeeeeee and Data Science</Text>
</VideoText>
</SpatioTemporalDecomposition>
</VideoSegment>
<VideoSegment id="segment-8">
<MediaTime>
<MediaRelTimePoint>T00:17:44:630F1000</MediaRelTimePoint>
<MediaDuration>PT01M50S805N1000F</MediaDuration>
</MediaTime>
<SpatioTemporalDecomposition gap="true" overlap="false">
<VideoText id="null-1" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M50S805N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>1 Wil van der Aalst</Text>
</VideoText>
<VideoText id="null-2" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M50S805N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>2 Miriam Wagner</Text>
</VideoText>
<VideoText id="null-3" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M50S805N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>3 Anahita Farhang</Text>
</VideoText>
<VideoText id="null-4" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M50S805N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>4 Lisa Mannel</Text>
</VideoText>
<VideoText id="null-5" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M50S805N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>5 Gyunam Park</Text>
</VideoText>
<VideoText id="null-6" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M50S805N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>6 Mahnaz Mirbolouki</Text>
</VideoText>
<VideoText id="null-7" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M50S805N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>7 Mahnaz Qafari</Text>
</VideoText>
<VideoText id="null-8" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M50S805N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>8 Wlana Gein</Text>
</VideoText>
</SpatioTemporalDecomposition>
</VideoSegment>
<VideoSegment id="segment-9">
<MediaTime>
<MediaRelTimePoint>T00:19:35:435F1000</MediaRelTimePoint>
<MediaDuration>PT02M635N1000F</MediaDuration>
</MediaTime>
<SpatioTemporalDecomposition gap="true" overlap="false">
<VideoText id="null-1" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT02M635N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>9 sum cm W</Text>
</VideoText>
<VideoText id="null-2" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT02M635N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Tunming Data into Value</Text>
</VideoText>
<VideoText id="null-3" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT02M635N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>fa</Text>
</VideoText>
<VideoText id="null-4" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT02M635N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>chair ol Process</Text>
</VideoText>
<VideoText id="null-5" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT02M635N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>and Data Science</Text>
</VideoText>
</SpatioTemporalDecomposition>
</VideoSegment>
<VideoSegment id="segment-10">
<MediaTime>
<MediaRelTimePoint>T00:21:36:70F1000</MediaRelTimePoint>
<MediaDuration>PT03M29S360N1000F</MediaDuration>
</MediaTime>
<SpatioTemporalDecomposition gap="true" overlap="false">
<VideoText id="null-1" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT03M29S360N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>A few words about PADS</Text>
</VideoText>
<VideoText id="null-2" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT03M29S360N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>EVE Focus of PADS is on the interplay</Text>
</VideoText>
<VideoText id="null-3" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT03M29S360N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>WWW 1 between process science and data</Text>
</VideoText>
<VideoText id="null-4" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT03M29S360N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>L and Data Science SCience</Text>
</VideoText>
<VideoText id="null-5" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT03M29S360N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>The leading process mining group in</Text>
</VideoText>
<VideoText id="null-6" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT03M29S360N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>the world</Text>
</VideoText>
<VideoText id="null-7" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT03M29S360N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Rapidly growing interest in industry</Text>
</VideoText>
<VideoText id="null-8" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT03M29S360N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>35 software vendors based on</Text>
</VideoText>
<VideoText id="null-9" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT03M29S360N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>process mining research done before</Text>
</VideoText>
<VideoText id="null-10" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT03M29S360N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Variety of scientific challenges and a</Text>
</VideoText>
<VideoText id="null-11" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT03M29S360N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>X X huge practical relevance</Text>
</VideoText>
<VideoText id="null-12" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT03M29S360N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Where you can make a difference</Text>
</VideoText>
<VideoText id="null-13" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT03M29S360N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>HiWi BSc MSc and PhD positions</Text>
</VideoText>
<VideoText id="null-14" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT03M29S360N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>IDS has a broader focus but also note</Text>
</VideoText>
<VideoText id="null-15" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT03M29S360N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>the rocess minin lectures</Text>
</VideoText>
<VideoText id="null-16" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT03M29S360N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>P 9 E g</Text>
</VideoText>
<VideoText id="null-17" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT03M29S360N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>process l</Text>
</VideoText>
<VideoText id="null-18" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT03M29S360N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>science</Text>
</VideoText>
<VideoText id="null-19" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT03M29S360N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>f</Text>
</VideoText>
<VideoText id="null-20" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT03M29S360N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>n 1 chair of Process</Text>
</VideoText>
<VideoText id="null-21" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT03M29S360N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>PADS use only mm permission acknowledgements and Data Science</Text>
</VideoText>
</SpatioTemporalDecomposition>
</VideoSegment>
<VideoSegment id="segment-11">
<MediaTime>
<MediaRelTimePoint>T00:25:05:430F1000</MediaRelTimePoint>
<MediaDuration>PT02M57S140N1000F</MediaDuration>
</MediaTime>
<SpatioTemporalDecomposition gap="true" overlap="false">
<VideoText id="null-1" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT02M57S140N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Material</Text>
</VideoText>
<VideoText id="null-2" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT02M57S140N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Additional study material will be provided during the</Text>
</VideoText>
<VideoText id="null-3" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT02M57S140N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>course</Text>
</VideoText>
<VideoText id="null-4" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT02M57S140N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Given the nature of the course and the rapidly</Text>
</VideoText>
<VideoText id="null-5" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT02M57S140N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>developing field of data science there is no a single</Text>
</VideoText>
<VideoText id="null-6" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT02M57S140N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>textbook</Text>
</VideoText>
<VideoText id="null-7" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT02M57S140N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Distribution of slides and assignments via</Text>
</VideoText>
<VideoText id="null-8" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT02M57S140N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>RWTHmoodle RegisterASAP</Text>
</VideoText>
<VideoText id="null-9" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT02M57S140N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>E</Text>
</VideoText>
<VideoText id="null-10" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT02M57S140N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>I J g</Text>
</VideoText>
<VideoText id="null-11" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT02M57S140N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>V</Text>
</VideoText>
<VideoText id="null-12" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT02M57S140N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>PB chair at Prueess</Text>
</VideoText>
<VideoText id="null-13" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT02M57S140N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>PADS uuuuuuu lllllllllllllllllllll eeeeeeeeeeee and Data Science</Text>
</VideoText>
</SpatioTemporalDecomposition>
</VideoSegment>
<VideoSegment id="segment-12">
<MediaTime>
<MediaRelTimePoint>T00:28:02:570F1000</MediaRelTimePoint>
<MediaDuration>PT01M32S660N1000F</MediaDuration>
</MediaTime>
<SpatioTemporalDecomposition gap="true" overlap="false">
<VideoText id="null-1" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M32S660N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Software</Text>
</VideoText>
<VideoText id="null-2" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M32S660N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>see the instructions</Text>
</VideoText>
<VideoText id="null-3" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M32S660N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>During the first instruction we will demonstrate how to install software You can</Text>
</VideoText>
<VideoText id="null-4" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M32S660N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>also find the guidance on the RWTHmoodle</Text>
</VideoText>
<VideoText id="null-5" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M32S660N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>For the course you will need a working installation of Python 3 7 9 with some</Text>
</VideoText>
<VideoText id="null-6" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M32S660N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>common data science software packages such as</Text>
</VideoText>
<VideoText id="null-7" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M32S660N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>0 numpy</Text>
</VideoText>
<VideoText id="null-8" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M32S660N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>0 scipy</Text>
</VideoText>
<VideoText id="null-9" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M32S660N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>0 pandas</Text>
</VideoText>
<VideoText id="null-10" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M32S660N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>0 matplotlib</Text>
</VideoText>
<VideoText id="null-11" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M32S660N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>0 scikit learn</Text>
</VideoText>
<VideoText id="null-12" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M32S660N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>o nltk</Text>
</VideoText>
<VideoText id="null-13" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M32S660N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>In this course we use a single unified virtual environment for python</Text>
</VideoText>
<VideoText id="null-14" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M32S660N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>programming It is highly recommended for you to practice and work on your</Text>
</VideoText>
<VideoText id="null-15" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M32S660N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>assignment with the virtual environment Follow instructions to avoid installation</Text>
</VideoText>
<VideoText id="null-16" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M32S660N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>issues</Text>
</VideoText>
<VideoText id="null-17" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M32S660N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>an an</Text>
</VideoText>
<VideoText id="null-18" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M32S660N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>n 1 chair of Prueess</Text>
</VideoText>
<VideoText id="null-19" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M32S660N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>PADS use only mm permlsslon anknowledgementsl L and Data Science</Text>
</VideoText>
</SpatioTemporalDecomposition>
</VideoSegment>
<VideoSegment id="segment-13">
<MediaTime>
<MediaRelTimePoint>T00:29:35:230F1000</MediaRelTimePoint>
<MediaDuration>PT01M32S740N1000F</MediaDuration>
</MediaTime>
<SpatioTemporalDecomposition gap="true" overlap="false">
<VideoText id="null-1" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M32S740N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Examinations and assignments</Text>
</VideoText>
<VideoText id="null-2" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M32S740N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>The exam consists of two parts</Text>
</VideoText>
<VideoText id="null-3" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M32S740N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>0 an assignment consisting of two parts each counting for 20 of the final result</Text>
</VideoText>
<VideoText id="null-4" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M32S740N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>0 and the final written test that counts for remaining 60 of the final result</Text>
</VideoText>
<VideoText id="null-5" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M32S740N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Participation in the both parts of the assignment is required for taking the</Text>
</VideoText>
<VideoText id="null-6" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M32S740N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>final test</Text>
</VideoText>
<VideoText id="null-7" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M32S740N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>The assignment is done in groups of 2 3 students</Text>
</VideoText>
<VideoText id="null-8" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M32S740N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>To pass the course it is required to pass both the assignment and the written</Text>
</VideoText>
<VideoText id="null-9" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M32S740N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>test This implies that you should obtain a minimum score of 50 in the</Text>
</VideoText>
<VideoText id="null-10" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M32S740N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>assignment and a minimum score of 50 in the final written test</Text>
</VideoText>
<VideoText id="null-11" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M32S740N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Only the final test can be retaken in this semester there will be one re</Text>
</VideoText>
<VideoText id="null-12" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M32S740N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>exam Assignments can be redone only in the next academic year</Text>
</VideoText>
<VideoText id="null-13" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M32S740N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>WET</Text>
</VideoText>
<VideoText id="null-14" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M32S740N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>1 chair of Prueess</Text>
</VideoText>
<VideoText id="null-15" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M32S740N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>PADS uuuuu ly mm D lllllllll anknowledg gggggg l L and Data Science</Text>
</VideoText>
</SpatioTemporalDecomposition>
</VideoSegment>
<VideoSegment id="segment-14">
<MediaTime>
<MediaRelTimePoint>T00:31:07:970F1000</MediaRelTimePoint>
<MediaDuration>PT13M46S960N1000F</MediaDuration>
</MediaTime>
<SpatioTemporalDecomposition gap="true" overlap="false">
<VideoText id="null-1" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT13M46S960N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>try</Text>
</VideoText>
<VideoText id="null-2" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT13M46S960N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Data science pipeline</Text>
</VideoText>
</SpatioTemporalDecomposition>
</VideoSegment>
<VideoSegment id="segment-15">
<MediaTime>
<MediaRelTimePoint>T00:44:54:930F1000</MediaRelTimePoint>
<MediaDuration>PT01M27S100N1000F</MediaDuration>
</MediaTime>
<SpatioTemporalDecomposition gap="true" overlap="false">
<VideoText id="null-1" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M27S100N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>mechanical</Text>
</VideoText>
<VideoText id="null-2" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M27S100N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>_ engineering</Text>
</VideoText>
<VideoText id="null-5" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M27S100N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>V</Text>
</VideoText>
<VideoText id="null-6" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M27S100N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>g</Text>
</VideoText>
<VideoText id="null-7" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M27S100N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>infrastructure</Text>
</VideoText>
<VideoText id="null-8" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M27S100N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>volume and velocity</Text>
</VideoText>
<VideoText id="null-9" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M27S100N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>El medicine</Text>
</VideoText>
<VideoText id="null-10" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M27S100N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>logistics</Text>
</VideoText>
<VideoText id="null-11" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M27S100N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>scie ntific</Text>
</VideoText>
<VideoText id="null-12" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M27S100N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>workflows</Text>
</VideoText>
<VideoText id="null-13" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M27S100N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>E</Text>
</VideoText>
<VideoText id="null-14" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M27S100N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>1363</Text>
</VideoText>
<VideoText id="null-15" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M27S100N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>I social scienc</Text>
</VideoText>
<VideoText id="null-16" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M27S100N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>O</Text>
</VideoText>
<VideoText id="null-17" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M27S100N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>3 energy _ x high tech</Text>
</VideoText>
<VideoText id="null-18" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M27S100N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>u I I</Text>
</VideoText>
<VideoText id="null-19" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M27S100N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>effect</Text>
</VideoText>
<VideoText id="null-20" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M27S100N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>people organizations society</Text>
</VideoText>
<VideoText id="null-21" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M27S100N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>analysis</Text>
</VideoText>
<VideoText id="null-22" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M27S100N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>extracting knowledge</Text>
</VideoText>
<VideoText id="null-23" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M27S100N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>big data infrastructures</Text>
</VideoText>
<VideoText id="null-24" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M27S100N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>distributed systems</Text>
</VideoText>
<VideoText id="null-25" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M27S100N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>data engineering</Text>
</VideoText>
<VideoText id="null-26" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M27S100N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>programming</Text>
</VideoText>
<VideoText id="null-27" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M27S100N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>security</Text>
</VideoText>
<VideoText id="null-28" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M27S100N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>00000</Text>
</VideoText>
<VideoText id="null-29" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M27S100N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>O</Text>
</VideoText>
<VideoText id="null-30" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M27S100N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>PADS use only mm permission atknowledgementsl</Text>
</VideoText>
<VideoText id="null-31" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M27S100N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>OOOOOO</Text>
</VideoText>
<VideoText id="null-32" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M27S100N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>statistics</Text>
</VideoText>
<VideoText id="null-33" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M27S100N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>data process mining</Text>
</VideoText>
<VideoText id="null-34" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M27S100N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>machine learning</Text>
</VideoText>
<VideoText id="null-35" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M27S100N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>arti cial intelligence</Text>
</VideoText>
<VideoText id="null-36" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M27S100N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>visualization</Text>
</VideoText>
<VideoText id="null-37" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M27S100N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>ethics privacy</Text>
</VideoText>
<VideoText id="null-38" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M27S100N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>IT law</Text>
</VideoText>
<VideoText id="null-39" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M27S100N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>operations management</Text>
</VideoText>
<VideoText id="null-40" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M27S100N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>business models</Text>
</VideoText>
<VideoText id="null-41" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M27S100N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>entrepreneurship</Text>
</VideoText>
<VideoText id="null-42" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M27S100N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>OOOOOO</Text>
</VideoText>
<VideoText id="null-43" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M27S100N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>EVE</Text>
</VideoText>
<VideoText id="null-44" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M27S100N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>t c</Text>
</VideoText>
<VideoText id="null-45" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M27S100N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>chair ol Pracess</Text>
</VideoText>
<VideoText id="null-46" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M27S100N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>and Data Science</Text>
</VideoText>
</SpatioTemporalDecomposition>
</VideoSegment>
<VideoSegment id="segment-16">
<MediaTime>
<MediaRelTimePoint>T00:46:22:30F1000</MediaRelTimePoint>
<MediaDuration>PT02M57S540N1000F</MediaDuration>
</MediaTime>
<SpatioTemporalDecomposition gap="true" overlap="false">
<VideoText id="null-1" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT02M57S540N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Structured data</Text>
</VideoText>
<VideoText id="null-2" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT02M57S540N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>discrete</Text>
</VideoText>
<VideoText id="null-3" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT02M57S540N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>numeric</Text>
</VideoText>
<VideoText id="null-4" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT02M57S540N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>con nuous</Text>
</VideoText>
<VideoText id="null-5" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT02M57S540N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>structured</Text>
</VideoText>
<VideoText id="null-6" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT02M57S540N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>ratio data</Text>
</VideoText>
<VideoText id="null-7" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT02M57S540N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>data</Text>
</VideoText>
<VideoText id="null-8" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT02M57S540N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>nominal</Text>
</VideoText>
<VideoText id="null-9" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT02M57S540N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>categorical</Text>
</VideoText>
<VideoText id="null-10" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT02M57S540N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>9</Text>
</VideoText>
<VideoText id="null-11" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT02M57S540N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Lma chairui Process</Text>
</VideoText>
<VideoText id="null-12" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT02M57S540N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>PADS use on y with permission acknowledgements and Data Science</Text>
</VideoText>
</SpatioTemporalDecomposition>
</VideoSegment>
<VideoSegment id="segment-17">
<MediaTime>
<MediaRelTimePoint>T00:49:19:570F1000</MediaRelTimePoint>
<MediaDuration>PT01M42S460N1000F</MediaDuration>
</MediaTime>
<SpatioTemporalDecomposition gap="true" overlap="false">
<VideoText id="null-1" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M42S460N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>can be</Text>
</VideoText>
<VideoText id="null-2" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M42S460N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Structured data counted</Text>
</VideoText>
<VideoText id="null-3" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M42S460N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>allows for</Text>
</VideoText>
<VideoText id="null-4" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M42S460N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>etC discrete</Text>
</VideoText>
<VideoText id="null-5" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M42S460N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>numeric interval</Text>
</VideoText>
<VideoText id="null-6" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M42S460N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>data</Text>
</VideoText>
<VideoText id="null-7" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M42S460N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>con nuous</Text>
</VideoText>
<VideoText id="null-8" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M42S460N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>structured no order</Text>
</VideoText>
<VideoText id="null-9" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M42S460N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>data ratio data</Text>
</VideoText>
<VideoText id="null-10" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M42S460N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>nominal</Text>
</VideoText>
<VideoText id="null-11" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M42S460N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>categorical I has true 0</Text>
</VideoText>
<VideoText id="null-12" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M42S460N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>ordinal</Text>
</VideoText>
<VideoText id="null-13" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M42S460N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>has order avg</Text>
</VideoText>
<VideoText id="null-14" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M42S460N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>l k r chair of Process</Text>
</VideoText>
<VideoText id="null-15" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M42S460N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>For interval data zero is arbitrary for ratio data zero is absolute 3 Data SCHEME</Text>
</VideoText>
</SpatioTemporalDecomposition>
</VideoSegment>
<VideoSegment id="segment-18">
<MediaTime>
<MediaRelTimePoint>T00:51:02:30F1000</MediaRelTimePoint>
<MediaDuration>PT04M17S270N1000F</MediaDuration>
</MediaTime>
<SpatioTemporalDecomposition gap="true" overlap="false">
<VideoText id="null-1" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT04M17S270N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Tabular data</Text>
</VideoText>
<VideoText id="null-2" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT04M17S270N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>We will go now 26 10 2018</Text>
</VideoText>
<VideoText id="null-3" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT04M17S270N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Columns are features and rows are instances Burg</Text>
</VideoText>
<VideoText id="null-4" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT04M17S270N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>r chail of Process</Text>
</VideoText>
<VideoText id="null-5" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT04M17S270N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>mm uuuuuuu NH azknowled eeeeeee 0 and Data Science</Text>
</VideoText>
</SpatioTemporalDecomposition>
</VideoSegment>
<VideoSegment id="segment-19">
<MediaTime>
<MediaRelTimePoint>T00:55:19:300F1000</MediaRelTimePoint>
<MediaDuration>PT01M21S370N1000F</MediaDuration>
</MediaTime>
<SpatioTemporalDecomposition gap="true" overlap="false">
<VideoText id="null-1" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M21S370N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Features</Text>
</VideoText>
<VideoText id="null-2" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M21S370N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Features are raw or derived max min average rank</Text>
</VideoText>
<VideoText id="null-3" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M21S370N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>bin etc</Text>
</VideoText>
<VideoText id="null-4" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M21S370N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Time plays a special role time cannot decrease and</Text>
</VideoText>
<VideoText id="null-5" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M21S370N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>often we want to predict the future based on the</Text>
</VideoText>
<VideoText id="null-6" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M21S370N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>past</Text>
</VideoText>
<VideoText id="null-7" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M21S370N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>In case of labeled data there are descriptive features</Text>
</VideoText>
<VideoText id="null-8" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M21S370N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>and a target feature</Text>
</VideoText>
</SpatioTemporalDecomposition>
</VideoSegment>
<VideoSegment id="segment-20">
<MediaTime>
<MediaRelTimePoint>T00:56:40:670F1000</MediaRelTimePoint>
<MediaDuration>PT08M47S960N1000F</MediaDuration>
</MediaTime>
<SpatioTemporalDecomposition gap="true" overlap="false">
<VideoText id="null-1" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT08M47S960N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Terminology</Text>
</VideoText>
<VideoText id="null-2" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT08M47S960N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Many different names statistics data analytics</Text>
</VideoText>
<VideoText id="null-3" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT08M47S960N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>data mining machine learning artificial intelligence predictive</Text>
</VideoText>
<VideoText id="null-4" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT08M47S960N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>analytics process mining etc are USGd to refer to</Text>
</VideoText>
<VideoText id="null-5" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT08M47S960N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>the key disciplines that contribute to</Text>
</VideoText>
<VideoText id="null-6" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT08M47S960N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>data science</Text>
</VideoText>
<VideoText id="null-7" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT08M47S960N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Unfortunately the areas these names</Text>
</VideoText>
<VideoText id="null-8" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT08M47S960N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>describe are heavily overlapping and</Text>
</VideoText>
<VideoText id="null-9" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT08M47S960N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>context dependent mg g</Text>
</VideoText>
</SpatioTemporalDecomposition>
</VideoSegment>
<VideoSegment id="segment-21">
<MediaTime>
<MediaRelTimePoint>T01:05:28:630F1000</MediaRelTimePoint>
<MediaDuration>PT01M24S470N1000F</MediaDuration>
</MediaTime>
<SpatioTemporalDecomposition gap="true" overlap="false">
<VideoText id="null-1" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M24S470N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Example scoping machine learning</Text>
</VideoText>
<VideoText id="null-2" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M24S470N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Sometimes machine learning is used as</Text>
</VideoText>
<VideoText id="null-3" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M24S470N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>a synonym for deep neural networks m</Text>
</VideoText>
<VideoText id="null-4" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M24S470N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>and sometimes to cover the entire WT</Text>
</VideoText>
<VideoText id="null-5" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M24S470N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>spectrum of learning techniques I l</Text>
</VideoText>
<VideoText id="null-6" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M24S470N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>The fact that a neural network can be</Text>
</VideoText>
<VideoText id="null-7" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M24S470N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>used as a classifier does not imply that</Text>
</VideoText>
<VideoText id="null-8" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M24S470N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>the numerous classification techniques</Text>
</VideoText>
<VideoText id="null-9" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M24S470N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>developed in data mining are part of</Text>
</VideoText>
<VideoText id="null-10" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M24S470N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>machine learning in the narrow sense</Text>
</VideoText>
<VideoText id="null-11" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M24S470N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>LEARNING</Text>
</VideoText>
</SpatioTemporalDecomposition>
</VideoSegment>
<VideoSegment id="segment-22">
<MediaTime>
<MediaRelTimePoint>T01:06:53:100F1000</MediaRelTimePoint>
<MediaDuration>PT01M40S400N1000F</MediaDuration>
</MediaTime>
<SpatioTemporalDecomposition gap="true" overlap="false">
<VideoText id="null-1" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M40S400N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>A more balanced view</Text>
</VideoText>
<VideoText id="null-2" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M40S400N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Arti cial Intelligence AI</Text>
</VideoText>
<VideoText id="null-3" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M40S400N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Deep Learning</Text>
</VideoText>
<VideoText id="null-4" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M40S400N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>DL</Text>
</VideoText>
<VideoText id="null-5" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M40S400N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>we</Text>
</VideoText>
<VideoText id="null-6" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M40S400N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>km PM</Text>
</VideoText>
<VideoText id="null-7" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M40S400N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>1 chair 0 Pracess</Text>
</VideoText>
<VideoText id="null-8" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M40S400N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>PADS use oniy mm permission anknowledgementsi L and Data Science</Text>
</VideoText>
</SpatioTemporalDecomposition>
</VideoSegment>
<VideoSegment id="segment-23">
<MediaTime>
<MediaRelTimePoint>T01:08:33:500F1000</MediaRelTimePoint>
<MediaDuration>PT01M27S200N1000F</MediaDuration>
</MediaTime>
<SpatioTemporalDecomposition gap="true" overlap="false">
<VideoText id="null-1" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M27S200N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>try</Text>
</VideoText>
<VideoText id="null-2" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M27S200N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Data science process</Text>
</VideoText>
<VideoText id="null-3" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M27S200N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>93 33</Text>
</VideoText>
<VideoText id="null-5" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M27S200N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>I i V y l</Text>
</VideoText>
<VideoText id="null-8" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M27S200N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>I V</Text>
</VideoText>
<VideoText id="null-10" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M27S200N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>3</Text>
</VideoText>
<VideoText id="null-11" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M27S200N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>i 7</Text>
</VideoText>
</SpatioTemporalDecomposition>
</VideoSegment>
<VideoSegment id="segment-24">
<MediaTime>
<MediaRelTimePoint>T01:10:00:700F1000</MediaRelTimePoint>
<MediaDuration>PT01M18S400N1000F</MediaDuration>
</MediaTime>
<SpatioTemporalDecomposition gap="true" overlap="false">
<VideoText id="null-1" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M18S400N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>CRISP DM</Text>
</VideoText>
<VideoText id="null-2" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M18S400N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Cross industry standard process for data mining</Text>
</VideoText>
<VideoText id="null-3" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M18S400N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>CRISP DM was</Text>
</VideoText>
<VideoText id="null-4" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M18S400N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>developed in the</Text>
</VideoText>
<VideoText id="null-5" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M18S400N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>late 1990 ties</Text>
</VideoText>
<VideoText id="null-6" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M18S400N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Business Data</Text>
</VideoText>
<VideoText id="null-7" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M18S400N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Understanding Understanding</Text>
</VideoText>
<VideoText id="null-8" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M18S400N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>involving SPSS</Text>
</VideoText>
<VideoText id="null-9" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M18S400N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Teradata Daimler m</Text>
</VideoText>
<VideoText id="null-10" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M18S400N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>AG NCR a</Text>
</VideoText>
<VideoText id="null-11" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M18S400N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Corporation and E</Text>
</VideoText>
<VideoText id="null-12" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M18S400N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Ohra</Text>
</VideoText>
<VideoText id="null-13" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M18S400N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Data Modeling</Text>
</VideoText>
<VideoText id="null-14" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M18S400N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Quite obvious</Text>
</VideoText>
<VideoText id="null-15" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M18S400N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>mun uuuuuuu NH llllllllll azknowled eeeeeee</Text>
</VideoText>
<VideoText id="null-16" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M18S400N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>mg</Text>
</VideoText>
<VideoText id="null-17" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M18S400N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>v</Text>
</VideoText>
<VideoText id="null-18" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M18S400N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>i w</Text>
</VideoText>
<VideoText id="null-19" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M18S400N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>L</Text>
</VideoText>
<VideoText id="null-20" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M18S400N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>chair at Process</Text>
</VideoText>
<VideoText id="null-21" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M18S400N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>and Data Science</Text>
</VideoText>
</SpatioTemporalDecomposition>
</VideoSegment>
<VideoSegment id="segment-25">
<MediaTime>
<MediaRelTimePoint>T01:11:19:100F1000</MediaRelTimePoint>
<MediaDuration>PT10M10S600N1000F</MediaDuration>
</MediaTime>
<SpatioTemporalDecomposition gap="true" overlap="false">
<VideoText id="null-1" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT10M10S600N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Data quality</Text>
</VideoText>
<VideoText id="null-2" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT10M10S600N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Data may be incomplete invalid</Text>
</VideoText>
<VideoText id="null-3" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT10M10S600N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>inconsistent imprecise and or outdated</Text>
</VideoText>
<VideoText id="null-4" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT10M10S600N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Example timestamps</Text>
</VideoText>
<VideoText id="null-5" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT10M10S600N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Incomplete missing event</Text>
</VideoText>
<VideoText id="null-6" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT10M10S600N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Invalid 14 14 2018</Text>
</VideoText>
<VideoText id="null-7" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT10M10S600N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Inconsistent 14 7 2018 7 14 2018</Text>
</VideoText>
<VideoText id="null-8" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT10M10S600N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>PADS use only eeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeee</Text>
</VideoText>
</SpatioTemporalDecomposition>
</VideoSegment>
<VideoSegment id="segment-26">
<MediaTime>
<MediaRelTimePoint>T01:21:29:700F1000</MediaRelTimePoint>
<MediaDuration>PT02M37S970N1000F</MediaDuration>
</MediaTime>
<SpatioTemporalDecomposition gap="true" overlap="false">
<VideoText id="null-1" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT02M37S970N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Overfitting I underfitting</Text>
</VideoText>
<VideoText id="null-2" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT02M37S970N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>UNDERFITTING</Text>
</VideoText>
<VideoText id="null-3" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT02M37S970N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>O O</Text>
</VideoText>
<VideoText id="null-4" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT02M37S970N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>O</Text>
</VideoText>
<VideoText id="null-5" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT02M37S970N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Diagram by Sachin Joglekar Google L J m ap fjjje</Text>
</VideoText>
<VideoText id="null-6" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT02M37S970N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>mun uuuuuuu NH azknowled eeeeeee</Text>
</VideoText>
</SpatioTemporalDecomposition>
</VideoSegment>
<VideoSegment id="segment-27">
<MediaTime>
<MediaRelTimePoint>T01:24:07:670F1000</MediaRelTimePoint>
<MediaDuration>PT06M31S460N1000F</MediaDuration>
</MediaTime>
<SpatioTemporalDecomposition gap="true" overlap="false">
<VideoText id="null-1" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT06M31S460N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Ensuring confidentiality</Text>
</VideoText>
<VideoText id="null-2" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT06M31S460N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Confidentiality</Text>
</VideoText>
<VideoText id="null-3" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT06M31S460N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Data science that</Text>
</VideoText>
<VideoText id="null-4" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT06M31S460N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>ensures _</Text>
</VideoText>
<VideoText id="null-5" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT06M31S460N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>confidentiality n I</Text>
</VideoText>
<VideoText id="null-6" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT06M31S460N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>how to answer</Text>
</VideoText>
<VideoText id="null-7" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT06M31S460N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>questions without</Text>
</VideoText>
<VideoText id="null-8" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT06M31S460N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>revealing</Text>
</VideoText>
<VideoText id="null-9" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT06M31S460N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>secrets</Text>
</VideoText>
<VideoText id="null-10" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT06M31S460N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>mg</Text>
</VideoText>
<VideoText id="null-11" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT06M31S460N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>r n 1 chair of Process</Text>
</VideoText>
<VideoText id="null-12" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT06M31S460N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>PADS use only mm permission anknowledgements L and Data Science</Text>
</VideoText>
</SpatioTemporalDecomposition>
</VideoSegment>
<VideoSegment id="segment-28">
<MediaTime>
<MediaRelTimePoint>T01:30:39:130F1000</MediaRelTimePoint>
<MediaDuration>PT01M42S335N1000F</MediaDuration>
</MediaTime>
<SpatioTemporalDecomposition gap="true" overlap="false"/>
</VideoSegment>
<VideoSegment id="segment-29">
<MediaTime>
<MediaRelTimePoint>T01:32:21:465F1000</MediaRelTimePoint>
<MediaDuration>PT01M48S505N1000F</MediaDuration>
</MediaTime>
<SpatioTemporalDecomposition gap="true" overlap="false">
<VideoText id="null-1" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M48S505N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Ill posed problems</Text>
</VideoText>
<VideoText id="null-2" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M48S505N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>A problem is well posed if</Text>
</VideoText>
<VideoText id="null-3" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M48S505N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>a solution exists and</Text>
</VideoText>
<VideoText id="null-4" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M48S505N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>the solution is unique</Text>
</VideoText>
<VideoText id="null-5" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M48S505N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Problems in data science are often ill posed</Text>
</VideoText>
<VideoText id="null-6" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M48S505N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>there may be many possible models explaining observed</Text>
</VideoText>
<VideoText id="null-7" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M48S505N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>phenomena</Text>
</VideoText>
<VideoText id="null-8" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M48S505N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>the training data set is just a sample</Text>
</VideoText>
<VideoText id="null-9" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M48S505N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>there may be noise exceptional or incorrectly recorded</Text>
</VideoText>
<VideoText id="null-10" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M48S505N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>instances in the data set and</Text>
</VideoText>
<VideoText id="null-11" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M48S505N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>the result needs to generalize to have predictive or</Text>
</VideoText>
<VideoText id="null-12" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M48S505N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>explanatory value Burg</Text>
</VideoText>
<VideoText id="null-13" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M48S505N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>1 chair at Prueess</Text>
</VideoText>
<VideoText id="null-14" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M48S505N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>PADS uuuuuuu iiiiiiiiiiiiiiiiiiiii eeeeeeeeeeee and Data Science</Text>
</VideoText>
</SpatioTemporalDecomposition>
</VideoSegment>
<VideoSegment id="segment-30">
<MediaTime>
<MediaRelTimePoint>T01:34:09:970F1000</MediaRelTimePoint>
<MediaDuration>PT01M44S701N1000F</MediaDuration>
</MediaTime>
<SpatioTemporalDecomposition gap="true" overlap="false">
<VideoText id="null-1" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M44S701N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>lennre dale day</Text>
</VideoText>
<VideoText id="null-2" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M44S701N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Lecture 1 Introduction 28 10 2020 Wednesday</Text>
</VideoText>
<VideoText id="null-3" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M44S701N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>instruction 1 Python 29 10 2 020 Thursday</Text>
</VideoText>
<VideoText id="null-4" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M44S701N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>instruction 2 Crash Course in Python 30 10 2020 Friday</Text>
</VideoText>
<VideoText id="null-5" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M44S701N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Lecture 2 Basic data visualization exploration 04 11 2020 Wednesday</Text>
</VideoText>
<VideoText id="null-6" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M44S701N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Lecture 3 Decision trees 05 11 2020 Thursday</Text>
</VideoText>
<VideoText id="null-7" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M44S701N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>instruction 3 Decision trees and data visualization exploration 05 11 2020 Friday</Text>
</VideoText>
<VideoText id="null-8" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M44S701N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Lecture 4</Text>
</VideoText>
<VideoText id="null-9" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M44S701N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Regression</Text>
</VideoText>
<VideoText id="null-10" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M44S701N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Lecture 5</Text>
</VideoText>
<VideoText id="null-11" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M44S701N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Support vector machines</Text>
</VideoText>
<VideoText id="null-12" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M44S701N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>instruction 4</Text>
</VideoText>
<VideoText id="null-13" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M44S701N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Regression and support vector machines</Text>
</VideoText>
<VideoText id="null-14" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M44S701N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Lecture 6</Text>
</VideoText>
<VideoText id="null-15" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M44S701N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Neural networks 11 2</Text>
</VideoText>
<VideoText id="null-16" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M44S701N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Lecture 7</Text>
</VideoText>
<VideoText id="null-17" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M44S701N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>instruction 5</Text>
</VideoText>
<VideoText id="null-18" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M44S701N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Neural networks 12 2</Text>
</VideoText>
<VideoText id="null-19" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M44S701N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Neural networks</Text>
</VideoText>
<VideoText id="null-20" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M44S701N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Lecture 8</Text>
</VideoText>
<VideoText id="null-21" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M44S701N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Evaluation orsupervised learning problems</Text>
</VideoText>
<VideoText id="null-22" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M44S701N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>instruction 5</Text>
</VideoText>
<VideoText id="null-23" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M44S701N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Neural networks and evaluation</Text>
</VideoText>
<VideoText id="null-24" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M44S701N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Lecture 9</Text>
</VideoText>
<VideoText id="null-25" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M44S701N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Clustering</Text>
</VideoText>
<VideoText id="null-26" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M44S701N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Lecture 10</Text>
</VideoText>
<VideoText id="null-27" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M44S701N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Frequent items sets</Text>
</VideoText>
<VideoText id="null-28" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M44S701N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>instruction 7</Text>
</VideoText>
<VideoText id="null-29" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M44S701N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Clustering and rrequent item sets</Text>
</VideoText>
<VideoText id="null-30" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M44S701N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Lecture 11</Text>
</VideoText>
<VideoText id="null-31" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M44S701N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Lecture 12</Text>
</VideoText>
<VideoText id="null-32" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M44S701N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Association rules</Text>
</VideoText>
<VideoText id="null-33" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M44S701N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Sequence mining</Text>
</VideoText>
<VideoText id="null-34" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M44S701N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>instruction 8</Text>
</VideoText>
<VideoText id="null-35" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M44S701N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Association rules and sequence mining</Text>
</VideoText>
<VideoText id="null-36" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M44S701N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Lecture 13</Text>
</VideoText>
<VideoText id="null-37" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M44S701N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Lecture 14</Text>
</VideoText>
<VideoText id="null-38" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M44S701N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Process mining 1unsupervised</Text>
</VideoText>
<VideoText id="null-39" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M44S701N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Process mining 1supervised</Text>
</VideoText>
<VideoText id="null-40" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M44S701N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>instruction 9</Text>
</VideoText>
<VideoText id="null-41" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M44S701N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Q A assignment 1</Text>
</VideoText>
<VideoText id="null-42" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M44S701N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Lecture 15</Text>
</VideoText>
<VideoText id="null-43" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M44S701N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Lecture 16</Text>
</VideoText>
<VideoText id="null-44" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M44S701N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Text mi ng11 2</Text>
</VideoText>
<VideoText id="null-45" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M44S701N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Text mining 12 2</Text>
</VideoText>
<VideoText id="null-46" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M44S701N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>instruction 10</Text>
</VideoText>
<VideoText id="null-47" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M44S701N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Process mining</Text>
</VideoText>
<VideoText id="null-48" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M44S701N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Lecture 17</Text>
</VideoText>
<VideoText id="null-49" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M44S701N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Lecture 18</Text>
</VideoText>
<VideoText id="null-50" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M44S701N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Data preprocessing data quality binning etc</Text>
</VideoText>
<VideoText id="null-51" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M44S701N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>visual analytics inrormation visualization</Text>
</VideoText>
<VideoText id="null-52" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M44S701N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>instruction 11</Text>
</VideoText>
<VideoText id="null-53" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M44S701N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Text mining</Text>
</VideoText>
<VideoText id="null-54" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M44S701N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Lecture 19</Text>
</VideoText>
<VideoText id="null-55" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M44S701N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Responsible data science 11 2</Text>
</VideoText>
<VideoText id="null-56" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M44S701N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Lecture 20</Text>
</VideoText>
<VideoText id="null-57" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M44S701N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Responsible data science 12 2</Text>
</VideoText>
<VideoText id="null-58" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M44S701N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>instruction 12</Text>
</VideoText>
<VideoText id="null-59" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M44S701N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Preprocessing and visualization</Text>
</VideoText>
<VideoText id="null-60" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M44S701N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Lecture 21</Text>
</VideoText>
<VideoText id="null-61" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M44S701N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Big data</Text>
</VideoText>
<VideoText id="null-62" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M44S701N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>instruction 13</Text>
</VideoText>
<VideoText id="null-63" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M44S701N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>instruction 14</Text>
</VideoText>
<VideoText id="null-64" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M44S701N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Responsible data science</Text>
</VideoText>
<VideoText id="null-65" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M44S701N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Big data 11 2</Text>
</VideoText>
<VideoText id="null-66" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M44S701N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>29 01 2021</Text>
</VideoText>
<VideoText id="null-67" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M44S701N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Fnday</Text>
</VideoText>
<VideoText id="null-68" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M44S701N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Lecture 22 closing 03 02 2021 Wednesday</Text>
</VideoText>
<VideoText id="null-69" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M44S701N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>instruction 15 Big data 12 2 00 02 2021 Thursday</Text>
</VideoText>
<VideoText id="null-70" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M44S701N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>instruction 1s 0 Aassignment2 05 02 2021 Friday</Text>
</VideoText>
<VideoText id="null-71" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M44S701N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>instruction 17 Example exam questions 10 02 2021 Wednesday</Text>
</VideoText>
<VideoText id="null-72" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M44S701N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>instruction 18 Questions 11 02 2021 Thursday</Text>
</VideoText>
<VideoText id="null-73" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M44S701N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>PADS use only with permission atknouieugenientsi</Text>
</VideoText>
<VideoText id="null-74" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M44S701N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Instruction 1</Text>
</VideoText>
<VideoText id="null-75" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M44S701N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Instruction 2</Text>
</VideoText>
<VideoText id="null-76" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M44S701N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Instruction 3</Text>
</VideoText>
<VideoText id="null-77" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M44S701N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Instruction 4</Text>
</VideoText>
<VideoText id="null-78" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M44S701N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Introduction</Text>
</VideoText>
<VideoText id="null-79" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M44S701N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Python</Text>
</VideoText>
<VideoText id="null-80" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M44S701N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Crash Course in Python</Text>
</VideoText>
<VideoText id="null-81" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M44S701N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Basic data visualization exploration</Text>
</VideoText>
<VideoText id="null-82" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M44S701N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Decision trees</Text>
</VideoText>
<VideoText id="null-83" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M44S701N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Decision trees and data visualization exploration</Text>
</VideoText>
<VideoText id="null-84" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M44S701N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Regression</Text>
</VideoText>
<VideoText id="null-85" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M44S701N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Support vector machines</Text>
</VideoText>
<VideoText id="null-86" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M44S701N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Regression and support vector machines</Text>
</VideoText>
<VideoText id="null-87" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M44S701N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>28 10 2020</Text>
</VideoText>
<VideoText id="null-88" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M44S701N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Wednesday</Text>
</VideoText>
<VideoText id="null-89" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M44S701N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Thursday</Text>
</VideoText>
<VideoText id="null-90" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M44S701N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Wedn esda y</Text>
</VideoText>
<VideoText id="null-91" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M44S701N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Thursday</Text>
</VideoText>
<VideoText id="null-92" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M44S701N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Wednesday</Text>
</VideoText>
<VideoText id="null-93" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M44S701N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>Thursday</Text>
</VideoText>
<VideoText id="null-94" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M44S701N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>chair at Process</Text>
</VideoText>
<VideoText id="null-95" textType="superimposed">
<SpatioTemporalLocator>
<MediaTime>
<MediaRelTimePoint>T00:00:00:0F1000</MediaRelTimePoint>
<MediaDuration>PT01M44S701N1000F</MediaDuration>
</MediaTime>
</SpatioTemporalLocator>
<Text>and Data Science</Text>
</VideoText>
</SpatioTemporalDecomposition>
</VideoSegment>
</TemporalDecomposition>
</Video>
</MultimediaContent>
</Description>
</Mpeg7>
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment