resources.md

ML Learning material:

• ULTIMATE RESOURCE 🐝 ---> https://deep-learning-drizzle.github.io/

• SDC course:

  • CS4804 Intro to AI, Fall 2016: https://youtube.com/playlist?list=PLUenpfvlyoa1iiSbGy9BBewgiXjzxVgBd

• Probability:

  • Khan Academy: https://youtube.com/playlist?list=PLC58778F28211FA19
  • Mathematical Monk: https://youtube.com/playlist?list=PL17567A1A3F5DB5E4
  • CMPT 727 Spring 2023: Mathematical, statistical and probabilistic foundations of machine learning. Maxwell Libbrecht: https://www.youtube.com/playlist?list=PL_5SuHtr8fsrK9NqWWSL4YL8urMAHLsvU

• Linear Algenbra:

  • UCF computer vision by Yogesh Rawat: https://youtu.be/Wg-nNkSwXZY
  • CMU-Linear-Algebra-Review by Zico Kolter: https://youtube.com/playlist?list=PLM4Pv4KYYzGzL5ay6dmpyzRnbzQ__8v_t
  • Applied Linear Algebra, IIT Madras: https://youtube.com/playlist?list=PLyqSpQzTE6M-CHZU5RGfamcXOnuFyTOpm
  • A 2020 Vision of Linear Algebra, Spring 2020, MIT: https://youtube.com/playlist?list=PLUl4u3cNGP61iQEFiWLE21EJCxwmWvvek
  • Linear Algebra by Kimberly Brehm: https://youtube.com/playlist?list=PLl-gb0E4MII03hiCrZa7YqxUMEeEPmZqK
  • Linear Algebra - Khan academy: https://youtube.com/playlist?list=PLFD0EB975BA0CC1E0
  • Mathematics for Machine Learning — Ulrike von Luxburg, 2020/21: https://youtube.com/playlist?list=PL05umP7R6ij1a6KdEy8PVE9zoCv6SlHRS
  • Linear Algebra Review: http://www.cs.cmu.edu/~zkolter/course/linalg/index.html [BEST]
  • Linear Algebra, Matrix Factorization, SVD, Eigen values & Eigen Vectors [from Applied AI course]
  • SVD lectures by Nathan Kutz UW are best.

• C++:

  • C++ build tools: https://youtu.be/9mZw6Rwz1vg
  • C++ core: https://youtu.be/0Jqwxr7vER4
  • Object Oriented Design: https://youtu.be/MckfsqU8qdw
  • Memory Management: https://youtu.be/OLl6TSmhIIs

• 3D Vision:

  • UofT CSC 2547 3D & Geometric Deep Learning: https://www.youtube.com/@UofTCSCDGeometricDeepLearning/videos
  • 3DGV Seminar 2020: https://youtube.com/playlist?list=PLZk0jtN0g8e-xVTfsiV67q8Iz1cZO_FpV
  • Computer Vision — Andreas Geiger: https://youtube.com/playlist?list=PL05umP7R6ij35L2MHGzis8AEHz7mg381_

• Classical Computer Vision:

  • UCF Computer Vision Video Lectures 2012: https://youtube.com/playlist?list=PLd3hlSJsX_Imk_BPmB_H3AQjFKZS9XgZm
  • First Principles of Computer Vision: https://www.youtube.com/@firstprinciplesofcomputerv3258
  • EENG 512 - Computer Vision: https://youtube.com/playlist?list=PL4B3F8D4A5CAD8DA3
  • UCF computer vision by Yogesh Rawat: https://youtu.be/BJ02bmBwPYE
  • Computer Vision — Andreas Geiger: https://youtube.com/playlist?list=PL05umP7R6ij35L2MHGzis8AEHz7mg381_

• Deep Learning:

  • CS231n: CNNs for Visual Recognition: https://youtube.com/playlist?list=PLkt2uSq6rBVctENoVBg1TpCC7OQi31AlC

• Machine Learning:

  • Machine Learningby mathematical monk: https://youtube.com/playlist?list=PLD0F06AA0D2E8FFBA