Online educational resources about deep learning
- Understanding Deep Learning Links to an external site. by Simon Prince. Another good recent book and very readable. On the site linked to the book is available for download as a pdf. There are also "Notebooks" available. Might be worth a look.
- Deep Learning - Foundations and Concepts Links to an external site. by Chris Bishop and Hugh Bishop. A very recent book. I think this might be the best option at the moment to supplement your learning.
- Dive into Deep Learning (Links to an external site.) - a comprehensive and recent book (with accompanying Jupyter notebooks). It covers much of the same material as in this course and in a similar fashion.
- Deep Learning Links to an external site. by Ian Goodfellow, Yoshua Bengio, and Aaron Courville, MIT Press, 2016 - The "first" modern deep learning text book. Missing information on recent developments. But still contains lots of good stuff.
- The Science of Deep LearningLinks to an external site. by Iddo Drori, MIT Press, 2022 - recent book with some chapters available for free. The pen and paper exercises are freely available and these could be useful to aid your understanding.
- fast.ai (Links to an external site.)- multiple on-line courses covering deep learning from mainly a coder's perspective, but they seem to be adding more "theory" to their resources. They also have an interesting blog where ethical issues are discussed and introduced.
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CS231n: Convolutional Neural Networks for Visual Recognition - (Links to an external site.)this is a great course and is the basis for this one.
Please let me know if you find a good online resource and I will add it to the above list.