EricSchles

$ python xor.py
Training:
  Epoch   0   MSE: 1.765
  Epoch 100   MSE: 0.015
  Epoch 200   MSE: 0.005
  * Target MSE reached *
Evaluating:
  1 XOR 0 = 1 ( 0.904)   Error: 0.096
  0 XOR 1 = 1 ( 0.908)   Error: 0.092
  1 XOR 1 = 0 (-0.008)   Error: 0.008

EricSchles

numpy
pandas
scipy
sklearn
tensorflow
keras
statsmodels
pomegranate
seaborn
matplotlib

EricSchles

def get_percent_empty(df):
    listing = list(df.isnull().sum()/df.shape[0] != 0)
    columns_of_interest = []
    cols = df.columns.tolist()
    for index, col in enumerate(cols):
        if listing[index]:
            columns_of_interest.append(col)
    return df[columns_of_interest].isnull().sum()/df.shape[0]

EricSchles

EricSchles

EricSchles

from numpy.random import random
from numpy import array, isclose, zeros_like, sign
from numpy.linalg import lstsq

def solve(func, values, atol=0.1):
    while True:
        result = func(values)
        if isclose(result, 0, atol=atol):
            break
        values -= sign(result) * random(values.size)

EricSchles

# http://chase-seibert.github.io/blog/2016/07/22/pygithub-examples.html
# https://stackoverflow.com/questions/41691327/ssl-sslerror-ssl-certificate-verify-failed-certificate-verify-failed-ssl-c
from github import Github
from github import UnknownObjectException
import pandas as pd
# creating your own Github token:
# https://help.github.com/articles/creating-a-personal-access-token-for-the-command-line/
from config import GITHUB_API_TOKEN
import argparse
import time

EricSchles

#Data Science Courses

##Prequiste courses

• A lite introduction to Python: https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-189-a-gentle-introduction-to-programming-using-python-january-iap-2011/
• Intro to computer science (taught in Python): https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-00sc-introduction-to-computer-science-and-programming-spring-2011/
• Intro to algorithms: https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-006-introduction-to-algorithms-fall-2011/

##Free Books to Support introductory courses

• How to Think Like a Computer Scientist: http://www.openbookproject.net/thinkcs/python/english2e/index.html
• Learn Python the Hard way: https://learnpythonthehardway.org/book/

EricSchles

Keybase proof

I hereby claim:

• I am EricSchles on github.
• I am ericschles (https://keybase.io/ericschles) on keybase.
• I have a public key whose fingerprint is 1637 964C 97D6 CD68 1118 BB38 A52B 87D4 B9A7 1826

To claim this, I am signing this object:

EricSchles

links to google links to my github