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Contents

  • 1 Encyclopediae
  • 2 Mathematics for machine learning
  • 3 Functional data analysis
  • 4 Statistics
  • 5 Programming
  • 6 Unsorted
  • 7 Reviews for teenagers
  • 8 News, sensationalism

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
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