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by magoghm 914 days ago
The book that just came out, "Understanding Deep Learning", is an excellent overview of the current state of AI: https://udlbook.github.io/udlbook/

Read that first, then to keep up to date you can follow up with any papers that seem interesting to you. A good way to be aware of the interesting papers that come out is to follow @_akhaliq on X: https://twitter.com/_akhaliq

4 comments

What do you think of this book?

https://fleuret.org/francois/lbdl.html

I like that it’s formatted for the phone.

I think it is quite good if what you need is to get very quickly a simple overview of the current state of AI.
My current fave book to introduce DNNs is "Deep Learning: A Visual Approach" by Glassner. He's crystal clear, covers a lot of ground, and the book is up-to-date on everything but LMMs, which is moving so fast that no book could keep up.
Another book which also seems to be very good is "Deep Learning, Foundations and Concepts". It is coming out soon and you can already preview it on-line at https://www.bishopbook.com/
Prince's other writings have been outstanding. Based on the relative opacity of Bishop's venerable PRML, I'd turn to Prince's book before I would Bishop's newest.