The first lecture of Stanford's Natural Language Processing with Deep Learning course, taught by Chris Manning and Richard Socher. It introduces NLP and word vectors, including SVD, skip-gram, CBOW, negative sampling and word2vec.
Why Hacker News points people here: Recommended as one of the best free courses for learning modern deep learning for NLP.
“I will suggest two brilliant courses from Stanford”HN comment, 2018
“I will suggest two brilliant courses from Stanford”
One of two brilliant Stanford courses on recent deep learning advances.
Full comment
This is kind of a masters degree course i created for myself to get knowledge of Machine Learning from bottoms up First, you need a strong mathematical base. Otherwise, you can copy paste an algorithm or use an API but you will not get any idea of what is happening inside Following concepts are very essential 1) Linear Algebra (MIT link ) 2) Probability (Harvard link ) Get some basic grasp of machine learning. Get a good intuition of basic concepts 1) Andrew Ng coursera course ( link ) 2) Tom Mitchell book ( link ) Both the above course and book are super easy to follow. You will get a good idea of basic concepts but they lack in depth. Now you should move to more intense books and courses You can get more in-depth knowledge of Machine learning from following sources 1)Nando machine learning course ( link ) 2)Bishops book ( link ) Especially Bishops book is really deep and covers almost all basic concepts. Now for recent advances in Deep learning. I will suggest two brilliant courses from Stanford 1) Vision ( link ) 2) NLP ( this video ) The Vision course by Karparthy can be a very good introduction to Deep learning. Also, the mother book for deep learning ( link )is good
RecommendsahussainDec 2017
“For those who like Prof Manning's style and want to get more in depth, here are the lecture videos for the NLP course he teaches at Stanford”
Stanford NLP course lectures by Prof. Manning.
Full comment
For those who like Prof Manning's style and want to get more in depth, here are the lecture videos for the NLP course he teaches at Stanford: this video
RecommendsmoruginMar 2018
“That class is good. it should take a long time to grok.”
Good Stanford NLP class that takes time to absorb.
Full comment
I have read like 1/3 of the comments but its interesting that the most interesting problem of everything we are talking about was only noticed by a non-programmer (so far). Everything that was talked about in the comments all hinge on the state of the art (SOTA) of ai in natural language processing (nlp). John Carmack recommended this video stanford's nlp class (i didnt know who he was until i saw that post on hn). That class is good. it should take a long time to grok. you'll be solid up to LSTMs a general current standard.
