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List of resources about foundational knowledge for programmers (supposed to last a few decades)

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Foundational knowledge for programmers

Foundational knowledge is very different from basic knowledge : if you're a newcomer in the field, it may not be the shortest path to become "job-ready"... but what you'll learn here will last your life long !

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Feel free to contribute if you know some great resources that fits the definition above.

Computer Science

Category Theory

Type Theory

Proof Theory

Misc

Programming paradigms

General

Imperative

  • Programming from the ground up by Jonathan Bartlett (book)

Actor Model

  • Hewitt, Meijer and Szyperski: The Actor Model (everything you wanted to know... (video)

Software Architecture

TODO (hexagonal / clean, distributed systems...)

Computer Architecture

  • Computer Architecture (ETH Zürich) (video playlist)
  • Programming from the ground up by Jonathan Bartlett (book)

Algorithms

Data Science

Linear Algebra

Discrete Mathematics

  • Notes on Discrete Mathematics (Yale) (pdf)

Calculus

  • Introduction to Calculus (pdf)

Machine Learning and Deep Learning

  • Mathematics of Machine Learning (MIT) (pdf)
  • The Matrix Calculus You Need For Deep Learning (University of San Francisco) (pdf)
  • Deep Reinforcement Learning (Berkeley) (video playlist)
  • Convolutional Neural Networks for Visual Recognition (Stanford) (video playlist)
  • Natural Language Processing with Deep Learning (Stanford) (video playlist)

Networking

Cryptography

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List of resources about foundational knowledge for programmers (supposed to last a few decades)

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