In machine learning, hands down these are some of the best related textbooks: - [0] Pattern Recognition and Machine Learning (Information Science and Statistics) and also: - [1] The Elements of Statistical Learning - [2] Reinforcement Learning: An Introduction by Barto and Sutton - [3] The Deep Learning by Aaron Courville, Ian Goodfellow, and Yoshua Bengio - [4] Neural Network Methods for Natural Language Processing…
Ask HN: What are the best textbooks in your field of expertise?
31–40 of 281 posts
Re: Ask HN: What are the best textbooks in your field of expertise?
#32Re: Ask HN: What are the best textbooks in your field of expertise?
#33Options, Futures and Other Derivatives is basically a Bible. https://www.amazon.com/gp/aw/d/013447208X/ref=dp_ob_neva_mob...
Re: Ask HN: What are the best textbooks in your field of expertise?
#34Human Molecular Genetics by Strachan and Read
I usually suggest getting older editions of textbooks to save money, but this is one textbook where I bet you want the latest edition, because the field has been changing fast enough that there's probably some incorrect/missing information in a copy that was published even five or ten years ago. [ Edit to note: actually it looks like the latest edition was published in 2010, so it's probably quite out of date by now. :( ]
Re: Ask HN: What are the best textbooks in your field of expertise?
#35Re: Ask HN: What are the best textbooks in your field of expertise?
#36Re: Ask HN: What are the best textbooks in your field of expertise?
#37Human Molecular Genetics by Strachan and Read
+1, this is a good one. It was the textbook for one of my grad school classes and I frequently referenced it during my postdoc. I usually suggest getting older editions of textbooks to save money, but this is one textbook where I bet you want the latest edition, because the field has been changing fast enough that there's probably some incorrect/missing information in a copy that was published even five or ten years…
Re: Ask HN: What are the best textbooks in your field of expertise?
#38Re: Ask HN: What are the best textbooks in your field of expertise?
#39- "Practical Optimization" by P. E. Gill, W. Murray and M. H. Wright: a little old (1982), but provides a solid foundation
- "Convex Optimization" by S. Boyd and L. Vandenberghe: the standard for learning convex optimization (also available as a free PDF from the author's website)
- "Convex Analysis and Monotone Operator Theory in Hilbert Spaces" by H. H. Bauschke and P. L. Combettes: covers a more specialized area of numerical optimization, but the notation is beautiful (IMO) and it acts as a useful reference for recent research on, e.g., operator splitting methods
Re: Ask HN: What are the best textbooks in your field of expertise?
#40It's like a collection of all the game programming stuff they didn't teach me at school, nor at my non-game jobs. Whether you're writing an engine or just using one, I consider this book absolutely vital.