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Natural Language Processing with Deep Learning
- jimmy_dean 8y agoThe machine learning Stanford courses are probably the best open education contributions I've encountered. From Ng's CS229 material to Karpathy's rendition of CS231n. These are some of the best pedagogical materials on machine learning/deep learning available.
- ai_ja_nai 8y agoTrue at heart, I am totally in love with CS231 (Yeung and Johnson)
- jimmy_dean 8y agoThat course is really the best blend of theory and application. I find their approach more tasteful than fast.ai's, but to each their own!
- discordance 8y agoUnfortunately the videos for this course won't be made available until after the course has finished.
- _cs2017_ 8y agohttps://youtu.be/8rXD5-xhemo https://youtu.be/8rXD5-xhemo
- mark_l_watson 8y agoThanks for the link, just subscribed. Years ago I took Chris Manning and Dan Jurafsky‘s Coursera NLP class and it was excellent. I also own, I think, every book they have written including Jurafsky’s book on food. It is extremely generous of top universities to make their classes available online. Of course, watching the videos and trying the homework assignments on one’s own is not the experience of going to Stanford, but it is less expensive!
- ivan_ah 8y agoThx. This seems to be part of a playlist of 2019 lectures: https://www.youtube.com/watch?v=8rXD5-xhemo&list=PLoROMvodv4rOhcuXMZkNm7j3fVwBBY42z https://www.youtube.com/watch?v=8rXD5-xhemo&list=PLoROMvodv4...
- bitforger 8y agoI still remember Nick Parlante's Intro to CS. Great stuff. https://lagunita.stanford.edu/courses/Engineering/CS101/Summer2014/about https://lagunita.stanford.edu/courses/Engineering/CS101/Summ...
- jimmy_dean 8y agoYup! I made heavy use of his codingbat material during 1st year. https://codingbat.com/java https://codingbat.com/java
- godelmachine 8y agoIs there a good course for standalone Natural Language Processing? I came across MIT OCW’s Advanced NLP - https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-864-advanced-natural-language-processing-fall-2005/ https://ocw.mit.edu/courses/electrical-engineering-and-compu... , but does someone has a similar or a better standalone NLP course in mind? From MIT OCW, Stanford , Coursera, Udacity, et al? I am very much interested. Could be free or paid. Even PDF’s of lecture notes could do. Edit - Found one standalone NLP course by CMU, looks good - http://demo.clab.cs.cmu.edu/NLP/ http://demo.clab.cs.cmu.edu/NLP/
- amy12xx 8y agoStanford NLP course by Manning and Jurafsky is a go-to for me. https://www.youtube.com/watch?v=3Dt_yh1mf_U&list=PLQiyVNMpDLKnZYBTUOlSI9mi9wAErFtFm https://www.youtube.com/watch?v=3Dt_yh1mf_U&list=PLQiyVNMpDL...
- godelmachine 8y agoThanks for this :)
- alok-g 8y agoThe following is also good: https://web.stanford.edu/class/cs224u/ https://web.stanford.edu/class/cs224u/ While you asked for a course, checkout my introductory presentation on the subject here (PDF slides available for download): https://www.siliconvalley-codecamp.com/Session/2014/introduction-to-natural-language-processing-nlp https://www.siliconvalley-codecamp.com/Session/2014/introduc... An attendee, claiming to have read 1.5 books on NLP, called it the broadest coverage of NLP he had ever seen. Some of the attendees told me that I had inspired them to turn their careers to NLP.
- godelmachine 8y agoHi Alok, Thanks for taking interest in my question and responding :) Your paper sounds very exciting and promising, and I am going to finish reading it over the coming weekend.
- _cs2017_ 8y agoGreat lectures, with a lot of intuition about recent research and clear explanations. Some videos are already online, starting with https://youtu.be/8rXD5-xhemo https://youtu.be/8rXD5-xhemo
- return0 8y agoI also like CMU's neural net for nlp class: https://www.youtube.com/watch?v=pmcXgNTuHnk https://www.youtube.com/watch?v=pmcXgNTuHnk
- piceas 8y agoSkimming through I came across a fun example (new to me at least) in the introduction to translation, lecture 8 slides page 55. "hn hn hn hn hn hn hn hn hn hn hn hn hn hn hn hn hn hn hn" in Somali gives "Serious Therapic Anxiety syndrome" on google translate. Perhaps not surprising, but fun. The link from the slide (below) has previously been submitted to hn without notable discussion. https://www.skynettoday.com/briefs/google-nmt-prophecies https://www.skynettoday.com/briefs/google-nmt-prophecies
- theCricketer 8y agoI took this class and can vouch for it. They update the class every year to go over recent research - not an easy task in such a fast moving field. For example, this offering covers the Transformer architecture which has recently been used to obtain state of the art results across a wide range of NLP tasks.
- roadbeats 8y agoAre you a student at Stanford ? I was wondering if I can join just for this course...
- theCricketer 8y agoThe videos from the winter 2017 offering are freely available on YouTube. https://www.youtube.com/playlist?list=PLqdrfNEc5QnuV9RwUAhoJcoQvu4Q46Lja https://www.youtube.com/playlist?list=PLqdrfNEc5QnuV9RwUAhoJ... The assignments are at the class webpage too.
- ivan_ah 8y agoAnd this is the 2019 playlist: https://www.youtube.com/watch?v=8rXD5-xhemo&list=PLoROMvodv4rOhcuXMZkNm7j3fVwBBY42z https://www.youtube.com/watch?v=8rXD5-xhemo&list=PLoROMvodv4... Quote from course page: "This year, CS224n will be taught for the first time using PyTorch rather than TensorFlow (as in previous years)."
- pattusk 8y agoTangentially related if you're interested in keeping up to date with what's going on in the field: Sebastian Ruder's blog has many good posts on recent advancements in NLP (literature reviews, conference highlights): http://ruder.io/ http://ruder.io/ The posts are concise and accessible enough that you can skim through them quickly. Then you can go check out the paper directly if something piques your interest.
- phowon 8y agoI know this talking point has been brought up by different people, but it's worth pointing out that Transformers were already covered in the class in 2018. https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1184/lectures/lecture12.pdf https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1184...
- k4ch0w 8y agoChris Manning is responsible for so much work in this field. I can't wait to go through this video series. Thanks for all your hard work and I want you to know how much it's appreciated.
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- SlipperySlope 8y agoGood textbook links in the class description. PDFs can be downloaded.