Resources¶

Python programming¶

Free online Python books

W3 Schools list comprehensions

Data wrangling¶

10 minutes to pandas

pandas getting started tutorials

Pandas data wrangling cheatsheet

Data visualization¶

Overview of seaborn plotting functions

Fundamentals of Data Visualization

Text analysis¶

Lemmatization Approaches with Examples in Python

Regular expression operations

Regex Cheat Sheet

Machine learning¶

W3 Schools machine learning

scikit-learn tutorials

scikit-learn user guide

An Introduction to Statistical Learning - with applications in R

Bishop, 2006. Pattern Recognition and Machine Learning

Statistics and Machine Learning¶

Breiman, 2001. Statistical modeling: The two cultures

Srivastava, 2015. Difference between Machine Learning & Statistical Modeling

Welling, 2015. Are ML and statistics complimentary?

Other¶

Download¶

Python Anaconda Distribution 3.9

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