Regression
Papers
Harder, Better, Faster, Stronger Convergence Rates for Least-Squares Regression
Structured Sparse Regression via Greedy Hard-Thresholding
Blogs
10 types of regressions. Which one to use?
Guide to an in-depth understanding of logistic regression
Linear Regression for Machine Learning
http://machinelearningmastery.com/linear-regression-for-machine-learning/
Regression, Logistic Regression and Maximum Entropy
http://ataspinar.com/2016/03/28/regression-logistic-regression-and-maximum-entropy/