scikit-learn
[IPython nb]Parametric Techniques
Non-Parametric Techniques
Regression Analysis
Artificial Neurons and Single-Layer Neural Networks - How Machine Learning Algorithms Work Part 1 [IPython nb]
Activation Function Cheatsheet [IPython nb]
Collecting Fantasy Soccer Data with Python and Beautiful Soup [IPython nb]
Download Your Twitter Timeline and Turn into a Word Cloud Using Python [IPython nb]
Reading MNIST into NumPy arrays [IPython nb]
Supervised Learning
Parametric Techniques
Univariate Normal Density
Multivariate Normal Density
Non-Parametric Techniques
Matplotlib examples - Visualization techniques for exploratory data analysis [IPython nb]
Copy-and-paste ready LaTex equations [Markdown]
Open-source datasets [Markdown]
Free Machine Learning eBooks [Markdown]
Terms in data science defined in less than 50 words [Markdown]
Useful libraries for data science in Python [Markdown]
General Tips and Advices [Markdown]
A matrix cheatsheat for Python, R, Julia, and MATLAB [HTML]