Reviews

Encyclopediae

• MathWorld Encyclopedia by wolfram
• Encyclopedia of Mathematics wiki by Kluwer Academic Publishers, 2002
• Introduction to Probabilistic Programming by Ayan Das, 2020

Mathematics for machine learning

• Boosting Vector Calculus with the Graphical Notation by Joon-Hwi Kim et al., 2019

Functional data analysis

• Math3ma by Thai-Danae Bradley, 2020
• At the Interface of Algebra and Statistics by Tai-Danae Bradley, 2020 (category theory)

Statistics

• Overview of data distributions

Programming

• [Papers with code]
• Over 200 of the Best Machine Learning, NLP, and Python Tutorials by Robbie Allen, 2018

Unsorted

• Python, Machine Learning, Deep Learning and Data Science Books

Reviews for teenagers

• When Bayes, Ockham, and Shannon come together to define machine learning by Tirthajyoti Sarkar, 2018
• Introduction to Recurrent Neural Networks by Dishashree Gupta, 2017
• Bayes by Backprop (BBB): Robust Neural Networks to Unified theory of Brain? by Jehill Parikh, 2019

News, sensationalism

• Deep learning: sate of the art by Lex Fridman, MIT, 2020