Bookmarks
Random resources I found over the web that may be interesting to check out.
AI, Machine Learning
- A visual introduction to machine learning
- Visualizing K-Means Clustering
- Q-Learning convergence proof
- Reinforcement Learning: A Survey
- Yes you should understand backprop
- Backpropagation Lecture (Stanford)
- Scikit-Learn Machine Learning Map
- Understanding LSTM Networks
- 30 Essential Data Science, Machine Learning & Deep Learning Cheat Sheets
Math & Statistics
- Understanding the Bias-Variance Tradeoff
- Why squared error?
- The St. Petersburg “paradox”
- Use of logarithms in economics
- Covariance — Different ways to explain or visualize it
- Removing Outliers
- Game theory explaining trust/distrust
- Understanding the ROC Curve: video + interactive website
Programming
- Pandas cheat sheet
- Translate selected text on Linux
- Udacity Git Commit Message Style Guide
- Latex handwritten recognition
- A Primer on Using LaTeX in Jupyter Notebooks
- PEP8 Guidelines