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CS 20SI: Tensorflow for Deep Learning Research
- riston 10y agoAre the videos also somewhere or only slides and notes are shared?
- MrBlue 10y agoCame here to ask the same question.
- wavewash 10y agoFrom the FAQ: Will lectures be recorded? Because this is a student initiated course, the lectures won't be recorded.
- ConAntonakos 10y agoI hope that changes in the future! Looking for a really good course on TensorFlow. Udacity's Self-Driving Car nanodegree is also very hands-on in terms of learning TensorFlow. You build your own mini version.
- joshvm 10y agoNot at the moment, but there are some walkthroughs on YouTube which aren't bad at all: https://www.youtube.com/watch?v=g-EvyKpZjmQ https://www.youtube.com/watch?v=g-EvyKpZjmQ
- O_nlogn 10y agoThanks for sharing, I've been looking for a resource like this for a while!
- fsiefken 10y agoAre there any other university level courses for Tensorflow available?
- desku 10y agoMIT had a short, week-long 'Intro to Deep Learning' course that had some labs in Tensorflow. http://introtodeeplearning.com/ http://introtodeeplearning.com/
- eschnou 10y agoCS224d - Deep Learning for Natural Language Processing, is using Tensorflow for assignments and has an introductory lecture on Tensorflow. http://cs224d.stanford.edu/ http://cs224d.stanford.edu/
- pratap103 10y agoThanks a lot! I've been looking for something like this.
- FabHK 10y agoFWIW, Udacity has had a Deep Learning with Tensorflow course for a while. (Note that I'm somewhat ambivalent about Udacity - a lot of it is copy-and-paste stuff, though it does help to get you started.) https://www.udacity.com/course/deep-learning--ud730 https://www.udacity.com/course/deep-learning--ud730
- king_magic 10y agoIMO the Udacity course is very poorly authored and taught. I would not recommend it to someone who has a primary goal of learning TensorFlow unless you have a pretty deep understanding of deep learning to begin with.
- jonperl 10y agoThey have a nanodegree class that is much better. I have been taking it the past two months and I highly recommend it https://www.udacity.com/course/deep-learning-nanodegree-foundation--nd101 https://www.udacity.com/course/deep-learning-nanodegree-foun...
- jjuel 10y agoI have watched a lot of Siraj's YouTube videos. He is a very entertaining speaker, but never felt like I actually learned a ton. Is the nanodegree on Udacity better?
- king_magic 10y agoWhat areas have they improved in? I was really disappointed by multiple Udacity courses; not saying they can't pull it off, but I've been burned enough by Udacity that I wouldn't consider paying for any courses from them at this point.
- FabHK 10y agoYeah, I took most of the "AI for self driving cars" course taught by Sebastian Thrun himself, and was torn. He's no doubt an extraordinarily competent researcher in his field, but he was clearly a beginner to Python (either that or he didn't care), and the Python code (while bringing the concepts across) was so poor as to be distracting.
- eb0la 10y agoAlso CS231n - http://cs231n.stanford.edu/ http://cs231n.stanford.edu/ - Convolutional Neural Networks for Visual Recognition
- morgangiraud 10y agoIf anybody interested: i've been learning it and wrote some blog posts about it: https://blog.metaflow.fr/tensorflow-a-primer-4b3fa0978be3#.2e9zrq2py https://blog.metaflow.fr/tensorflow-a-primer-4b3fa0978be3#.2... I hope it can be useful for future learners! (you can find the current list of articles at the end of the first one)
- hcrisp 10y agoThat is a very helpful primer. What resources did you use to learn that level of understanding in TensorFlow? Just the codebase? If you have any other articles or references to recommend, please do so. Thanks!
- morgangiraud 10y agoThanks for this feedback! I've just spent some time learning TF on my own using the official doc and made a lot of projects on my Githubs. If you're interested, here is the complete list of my articles so far: How to handle shapes in TensorFlow: https://blog.metaflow.fr/shapes-and-dynamic-dimensions-in-tensorflow-7b1fe79be363#.dcmxo9jf5 https://blog.metaflow.fr/shapes-and-dynamic-dimensions-in-te... TensorFlow saving/restoring and mixing multiple models: https://medium.com/@morgangiraud/tensorflow-saving-restoring-and-mixing-multiple-models-c4c94d5d7125#.tngvkni8k https://medium.com/@morgangiraud/tensorflow-saving-restoring... How to freeze a model and serve it with a python API: https://blog.metaflow.fr/tensorflow-how-to-freeze-a-model-and-serve-it-with-a-python-api-d4f3596b3adc#.f8cininaw https://blog.metaflow.fr/tensorflow-how-to-freeze-a-model-an... TensorFlow howto: a universal approximator inside a neural net: https://blog.metaflow.fr/tensorflow-howto-a-universal-approximator-inside-a-neural-net-bb034430b71e#.u6epmpcam https://blog.metaflow.fr/tensorflow-howto-a-universal-approx... How to optimise your input pipeline with queues and multi-threading: https://blog.metaflow.fr/tensorflow-how-to-optimise-your-input-pipeline-with-queues-and-multi-threading-e7c3874157e0#.n82a6uin4 https://blog.metaflow.fr/tensorflow-how-to-optimise-your-inp...
- dnautics 10y agowow... Thanks for these links. I find the offical docs of TF are atrocious and I have a lot of trouble figuring it out.
- jimmies 10y agoSide note, the instructor of that course, Chip Huyen, is nothing short of brilliant. Born in Vietnam, at 18 she decided not to go to college, and went traveling with an empty pocket around the world and wrote books. I heard about her getting accepted in many tip-top schools and chose to go to Stanford 4-5 years ago at 22-23 year old. So seems like she is still an undergrad/master student in Stanford or something right now, and she is already teaching a course. Definitely going to go far.
- shshhdhs 10y agoThat's really cool. I wonder what the admission process looked like for her.
- jimmies 10y agoStill had to do the SAT and went through the admission process. She had a lot of publicity in Vietnam at that point, and the rumor was that she had some god-tier percentile on the SAT score, too. I don't think that was very hard for Stanford to recognize that they have some good stuff.
- vrm 10y agoShe's honestly one of the most amazing people I've ever met. Go chip!!
- thro1237 10y agoAre the videos available for this course?
- bsr203 10y agoJust saw a youtube channel, which present the slides from this course as they available. https://www.youtube.com/channel/UCMq6IdbXar_KtYixMS_wHcQ https://www.youtube.com/channel/UCMq6IdbXar_KtYixMS_wHcQ . HTH
- cristivlad 10y agogood conversation guys. I started watching the playlist for standford's 2017 class https://www.youtube.com/watch?v=g-EvyKpZjmQ https://www.youtube.com/watch?v=g-EvyKpZjmQ