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Not sure if foundational (quite a tall order in such a fast-moving field), but for sure a nice introduction into neural networks, and even mathematics in genera
by ly3xqhl8g9 4y ago
Not sure if foundational (quite a tall order in such a fast-moving field), but for sure a nice introduction into neural networks, and even mathematics in general (for a teenager, because it's nice to see numbers in action beyond school-level algebra):
→ Harrison Kinsley, Daniel Kukiela, Neural Networks from Scratch, https://nnfs.io https://nnfs.io, https://www.youtube.com/watch?v=Wo5dMEP_BbI&list=PLQVvvaa0QuDcjD5BAw2DxE6OF2tius3V3 https://www.youtube.com/watch?v=Wo5dMEP_BbI&list=PLQVvvaa0Qu...
Somewhat foundational, if not in actuality, then in the intention to actually build a theory as in theory of gravitation, although not necessarily an introductory text:
→ Daniel A. Roberts, Sho Yaida, The Principles of Deep Learning Theory, https://arxiv.org/abs/2106.10165 https://arxiv.org/abs/2106.10165