Deep learning course, 2024
Recommended reading
General reading
- Deep Learning by Ian Goodfellow, Yoshua Bengio and Aaron Courville, 2016.
- Understanding Deep Learning by Simon J.D. Prince, 2024.
- Dive into Deep Learning (link)
Q&A (Interviews)
- Deep Learning Interviews: Hundreds of fully solved job interview questions from a wide range of key topics in AI book by Shlomo Kashani and Amir Ivry, 2022
Extra-reading in Hebrew
- Deep-Learning-in-Hebrew book by Avraham Raviv
Online MOOC (free)
- fast.ai Practical Deep Learning with free complimentary book
- List of ML/DL courses on YouTube link
Deep learning courses in leading universities
Some homepages of courses worldwide with interesting material (last updated 2023):
- Carnegie Mellon University, 11-785 Introduction to Deep Learning (note previous iterations)
- Stanford, CS231n: Deep Learning for Computer Vision (course notes)
- NYU DS-GA 1008 (Alfredo Canziani, Yann LeCun), 2021, 2022
- MIT 6.S191, Introduction to Deep Learning, 2021, 2022, 2023, 2024
- Shahid Beheshti University (Iran), Deep Learning
- HUJI, Intro to Deep Learning (student notes)
- Machine learning courses list
- Stanford, CS25: Transformers United V4
Additional resources: