arturmkrtchyan

1. General Background and Overview

• Probabilistic Data Structures for Web Analytics and Data Mining : A great overview of the space of probabilistic data structures and how they are used in approximation algorithm implementation.
• Models and Issues in Data Stream Systems
• Philippe Flajolet’s contribution to streaming algorithms : A presentation by Jérémie Lumbroso that visits some of the hostorical perspectives and how it all began with Flajolet
• Approximate Frequency Counts over Data Streams by Gurmeet Singh Manku & Rajeev Motwani : One of the early papers on the subject.
• [Methods for Finding Frequent Items in Data Streams](http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.187.9800&rep

arturmkrtchyan

Machine Learning Algorithm families

Supervised Learning (e.g. classification, anomaly detection, regression)

• Input data is called training data and has a known label or result such as spam/not-spam or a stock price at a time.
• A model is prepared through a training process where it is required to make predictions and is corrected when those predictions are wrong. The training process continues until the model achieves a desired level of accuracy on the training data.
• Example problems are classification and regression.
• Example algorithms include Logistic Regression and the Back Propagation Neural Network.

Unsupervised Learning (e.g. clustering and dimensionality reduction)

• Input data is not labelled and does not have a known result.

arturmkrtchyan

import jdk.incubator.http.*;
HttpClient client = HttpClient.newHttpClient();
HttpRequest request = HttpRequest.newBuilder(URI.create("http://www.google.com")).GET().build();
HttpResponse response = client.send(request, HttpResponse.BodyHandler.asString())
System.out.println(response.body())

arturmkrtchyan

<script>
    document.addEventListener("DOMContentLoaded", function () {

        const emailFieldName = 'Email';
        const jobIdFieldName = 'JobID';
        const formId = 'submitreferral';

        const userEmail = getUserEmail();
        const recordId = getUrlParam('recordId');

arturmkrtchyan

    function loadVimeoThumbnail(url, callback){
        $.ajax({
            type:'GET',
            url: 'https://vimeo.com/api/oembed.json?url=' + encodeURIComponent(url),
            dataType: 'json',
            success: callback
        });
    }

    function isVimeo(url) {

arturmkrtchyan

part 1

<script>
document.addEventListener("DOMContentLoaded", function() {
    $('[id=sw-email-capture-submit-btn]').click(function() {
          if($('.sw-input-invalid').length) {
              return;
          }

arturmkrtchyan

<script>
    document.addEventListener("DOMContentLoaded", function () {

        /* Intercept into Airtable call */
        window['records'] = [];
        $.ajaxSetup({
            dataFilter: function (data, type) {

arturmkrtchyan

<script>
    document.addEventListener("DOMContentLoaded", function () {

        const forms = ['form1', 'form2', 'form3', 'form4'];
        const emailFieldName = 'Email';

        const userEmail = getUserEmail();

        forms.forEach(form => {
            $('#' + form).append('<input class="sw-form-capture-element" id="sw-form-capture-Email" type="hidden" data-type="short_text" name="'+emailFieldName+'" value="'+userEmail+'">');

arturmkrtchyan

<script>
    document.addEventListener("DOMContentLoaded", function () {
        const emailFieldName = 'email';
        const formId = 'form2';
        
        const userEmail = getUserEmail();
        
        $('#' + formId).append('<input class="sw-form-capture-element" id="sw-form-capture-Email" type="hidden" data-type="short_text" name="'+emailFieldName+'" value="'+userEmail+'">');
        
        $('#sw-form-capture-submit-btn').click(function() {

arturmkrtchyan

<script>
    document.addEventListener("DOMContentLoaded", function () {
        $.ajaxPrefilter(function(options, originalOptions, jqXHR) {
            console.log(options);
            if(options.url.includes('hooks.zapier.com')) {
                const data = JSON.parse(originalOptions.data);
                data['LOGGED_IN_USER_EMAIL'] = getUserEmail();
                options.data = JSON.stringify(data);
            }
        });