Linear Algebra, Probability and Statistics

Blog Author
Linear Algebra Yue Chen
Eigen Value Decomposition Yue Chen
Singular Value Decomposition (SVD) Yanming Liu
Probabilities and Statistics Sai Akhilesh Ande
Parameter Estimation - ERM, MLE & MAP Sai Akhilesh Ande
Hypothesis Testing and When to Use Sachini Weerasekara
A/B, A/A Testing, and When to Use Yanming Liu

Machine Learning

Blog Author
Probably Approximately Correct(PAC) Learning Sachini Weerasekara
Linear Regression Karan Desai
Closed Form Solution Karan Desai
Linear Regression Limitations - part 1 Jinchuan He
Linear Regression Limitations - part 2 Yanming Liu
Loss Functions - part 1 Siddhartha Putti
Loss Functions - part 2 Siddhartha Putti
Lasso, Ridge, and Robust Regression Keerthi Godha
Gradient Descent Jinchuan He
Bias-Variance Tradeoff Siddhartha Putti
Error Analysis Keerthi Godha
Model Evaluation Jinchuan He
Sampling Techniques Siddartha Putti
Reasoning behind Lasso and Ridge Distribution Ishan Palit