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Dive into Deep Learning: Interactive deep learning book with codes and maths

88 points| teleforce | 2 years ago |d2l.ai | reply

10 comments

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[+] ericjmorey|2 years ago|reply
It's a shame that they don't include a chapter on ethics the way [Deep Learning for Coders with Fastai and PyTorch: AI Applications Without a PhD](https://course.fast.ai/Resources/book.html) does. I hope people read the etics chapter or use the ethics section of the [associated free course](https://course.fast.ai/) to fill in that oversight on the Amazon Engineers' part.

Also it's a bit annoying that they address the fact that other resources exist but vaguely handwaved over the difference between their resources and the existing ones with "the others are not as up to date and don't have as much detail".

Source: https://programming.dev/post/7017669

[+] cl42|2 years ago|reply
If folks are looking for free deep learning resources, here are a few more that I’ve personally vetted: https://phaseai.com/resources/free-resources-ai-ml-2024

FWIW, my recommendation with this sort of stuff is to build something alongside of the reading you are doing.

One of the things I’m exploring is building an OpenAI Gym-like project where we build neural nets to play various games. If that’s of interest to anyone, please post below!

[+] Slix|2 years ago|reply
OpenAI Gym looks incredibly interesting. Aren't those games supposed to be solved using neural nets?
[+] beckford|2 years ago|reply
Reading + building neural nets to play games? Yes! Count me interested.
[+] Slix|2 years ago|reply
I'm running through Andrew Ng's "Machine Learning Specialization" course on Coursera right now. I plan to do his "Deep Learning Specialization" immediately after.

There's not a lot of formulas and math so far, which concerns me because I eventually want to understand papers.

[+] aydio|2 years ago|reply
Can anyone recommend similar content but for classical machine learning? Would you even consider it a prerequisite for understanding Deep Learning?
[+] hkab|2 years ago|reply
IMO, this is the best course to start with. It has everything you need from theory to pratical code. Very high quality stuff.