Machine Learning Resources

Machine learning resources

Python

Numpy

From Python to numpy

• http://www.labri.fr/perso/nrougier/from-python-to-numpy/
• https://zenodo.org/record/218740#.WHkqrWfHx9A

Scipy

Scipy Lecture NotesOne document to learn numerics, science, and data with Python

• http://www.scipy-lectures.org/index.html

Python Cheat Sheets

Jupyter Notebook

28 Jupyter Notebook tips, tricks and shortcuts

• https://www.dataquest.io/blog/jupyter-notebook-tips-tricks-shortcuts/

R

ggplot

Top 50 ggplot2 Visualizations - The Master List (With Full R Code)

• http://r-statistics.co/Top50-Ggplot2-Visualizations-MasterList-R-Code.html

R Cheat Sheets

Deep Learning

Stanford CS231n: Convolutional Neural Networks for Visual Recognition

• http://cs231n.stanford.edu/

Books

Free Books

Kdnuggets - Free Data Science Books

• http://www.kdnuggets.com/2015/09/free-data-science-books.html

Books