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ULTIMATE RESOURCE π ---> https://deep-learning-drizzle.github.io/
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SDC course:
- CS4804 Intro to AI, Fall 2016: https://youtube.com/playlist?list=PLUenpfvlyoa1iiSbGy9BBewgiXjzxVgBd
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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
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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 β 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.
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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
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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 β Andreas Geiger: https://youtube.com/playlist?list=PL05umP7R6ij35L2MHGzis8AEHz7mg381_
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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 β Andreas Geiger: https://youtube.com/playlist?list=PL05umP7R6ij35L2MHGzis8AEHz7mg381_
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Deep Learning:
- CS231n: CNNs for Visual Recognition: https://youtube.com/playlist?list=PLkt2uSq6rBVctENoVBg1TpCC7OQi31AlC
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Machine Learning:
- Machine Learningby mathematical monk: https://youtube.com/playlist?list=PLD0F06AA0D2E8FFBA
Created
April 21, 2023 12:31
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