Recommendations


Education


Books

Linear Algebra

  • Gilbert Strang :heart: - Introduction to Linear Algebra
  • Gilbert Strang :heart: - Linear Algebra and Learning from Data
  • Schaum’s Outline of Linear Algebra

Machine Learning

  • Christopher M. Bishop - Pattern Recognition and Machine Learning
  • Kevin P. Murphy - Machine Learning: A Probabilistic Perspective
  • Stephen Boyd - Convex Optimization

Multiple View Geometry

  • Richard Hartley and Andrew Zisserman :+1: - Multiple View Geometry in computer vision
  • Yi Ma :+1: - An Invitation to 3-D Vision: From Images to Geometric Models

Computer Vision

  • Richard Szeliski - Computer Vision: Algorithms and Applications
  • David Forsyth and Jean Ponce - Computer Vision: A Modern Approach

Calculus

  • Christopher Essex and Robert A. Adams - Calculus: A Complete Course
  • James Stewart - Calculus
  • Paul’s Notes on Calculus

Deep Learning

  • Ian Goodfellow, Yoshua Bengio, and Aaron Courville - Deep Learning
  • Alfredo Canziani, Yann Lecun - Deep Learning, an Energy Perspective (early draft expected 2022 summer)

Computer Science

  • Thomas cormen :+1: - Introduction to Algorithms
  • Kenneth Rosen - Discrete Mathematics and Its Applications

Online Lectures

Linear Algebra

Machine Learning

Multiple View Geometry and Photogrammetry

Computer Vision

Deep Learning


Fiction books

  • Leo Tolstoy - what man lives by
  • Kurban Said - ali and nino
  • Mikhail Bulgakov - heart of a dog
  • Stefan Zweig - fantastic night
  • Antoine de Saint-Exupéry - the little prince
  • Chinghiz Aitmatov - the white ship
  • Chinghiz Aitmatov - the day lasts more than a hundred years
  • Gabriel Garcia Marquez - one hundred years of solitude
  • Gabriel Garcia Marquez - memories of my melancholy whores
  • Arthur Golden - memoirs of a geisha
  • Dale Carnegie - how to win friends and influence people
  • George Orwell - 1984
  • George Orwell - animal farm
  • William Golding - lord of the flies
  • Friedrich Nietzsche - thus spoke zarathustra
  • Franz Kafka - the metamorphosis
  • Anton Chekhov - ward no. 6
  • Arthur Schopenhauer - metaphysics of love
  • Harper Lee - to kill a mockingbird