Hsiao's Data Science from Scratch Notebook

Book of Contents(Finish Time)

Introduction (2017/03/09)
A Crash Course in Python (2017/03/16)
Visualizing Data (2017/03/23)
Linear Algebra (2017/03/30)
Statistics (2017/03/30)
Probability (2017/04/06)
Hypothesis and Inference (2017/04/06)
Gradient Descent (2017/04/13)
Getting Data (2017/04/27)
Working With Data (2017/05/04)
Machine Learning (2017/05/11)
k-Nearest Neighbors (2017/05/11)
Naive Bayes (2017/05/11)
Simple Linear Regression (2017/05/11)
Multiple Regression (2017/05/18)
Logistic Regression (2017/05/18)
Decision Trees (2017/05/25)
Neural Networks (2017/05/25)
Clustering (2017/06/01)
Natural Language Processing (2017/06/01)
Network Analysis
Recommender Systems
Databases and SQL
MapReduce
Go Forth And Do Data Science

The MIT License

Name		Name	Last commit message	Last commit date
Latest commit History 25 Commits
.idea		.idea
Test		Test
Test2		Test2
spam		spam
0302.py		0302.py
0309.py		0309.py
0316.py		0316.py
0323.py		0323.py
0330.py		0330.py
0406.py		0406.py
0413.py		0413.py
0427.py		0427.py
0504.py		0504.py
0511.py		0511.py
0518.py		0518.py
0525.py		0525.py
0601.py		0601.py
0608.py		0608.py
Ch01.py		Ch01.py
Ch02.py		Ch02.py
Ch03.py		Ch03.py
LICENSE		LICENSE
README.md		README.md
bible.txt		bible.txt
ch04.py		ch04.py
colon_delimited_stock_prices.txt		colon_delimited_stock_prices.txt
comma_delimited_stock_prices.csv		comma_delimited_stock_prices.csv
comma_delimited_stock_prices.txt		comma_delimited_stock_prices.txt
data.txt		data.txt
egrep.py		egrep.py
email.txt		email.txt
flower.png		flower.png
gradient_descent.py		gradient_descent.py
line_count.py		line_count.py
linear_algebra.py		linear_algebra.py
linear_algebra2.py		linear_algebra2.py
machine_learning.py		machine_learning.py
most_common_words.py		most_common_words.py
plot_state_borders.py		plot_state_borders.py
probability.py		probability.py
simple_linear_regression.py		simple_linear_regression.py
states.txt		states.txt
statistics.py		statistics.py
tab_delimited_stock_prices.txt		tab_delimited_stock_prices.txt
working_with_data.py		working_with_data.py