Selected Data Science, Statistics, and Machine Learning Notebooks

Some of my selected data science and machine learning Jupyter notebooks in simple HTML format. This page will forever be in the works :-)

Statistics related

• Set algebra with Python
• Probability concepts with set theory
• Basics of probability distributions
• Intro to Hypothesis Testing
• Comparing means, ANOVA
• Simple demonstration of the application of Bayes' rule

Optimization related

• Portfolio optimization using linear programming with Python

Deep learning related

• Simple 1-dimensional example of Generative Adversarial Network (GAN)