4 ms·
Ask HN: Any books related to machine learning or AI
similar to "Data Science from Scratch" or "Programming Collective Intelligence" where no external libraries are used to implement the algorithms?
- S4M 8y agoI know those two that explain deep learning from scratch: http://www.deeplearningbook.org/ http://www.deeplearningbook.org/ http://neuralnetworksanddeeplearning.com/ http://neuralnetworksanddeeplearning.com/
- shoo 8y agoHere are two good ones freely available - they are not new and hip, and more focused on the basic ideas rather than writing code, but the basic ideas don't really change that much over time https://web.stanford.edu/~hastie/ElemStatLearn/ https://web.stanford.edu/~hastie/ElemStatLearn/ http://www.inference.org.uk/itprnn/book.html http://www.inference.org.uk/itprnn/book.html
- bjourne 8y agohttp://aima.cs.berkeley.edu/ http://aima.cs.berkeley.edu/ and http://users.isr.ist.utl.pt/~wurmd/Livros/school/Bishop%20-%20Pattern%20Recognition%20And%20Machine%20Learning%20-%20Springer%20%202006.pdf http://users.isr.ist.utl.pt/~wurmd/Livros/school/Bishop%20-%...
- mindcrash 8y agoYou might like the books from Jeff Heaton: https://www.heatonresearch.com/book/ https://www.heatonresearch.com/book/ All chapters come with example code written in C#, Java and R.