From 9459c23a59ac025ad65566d865daa4683d6bc99d Mon Sep 17 00:00:00 2001 From: John Washam Date: Sun, 2 Oct 2016 13:21:16 -0700 Subject: [PATCH] Added book to Machine Learning section. --- README.md | 20 +++++++++++--------- 1 file changed, 11 insertions(+), 9 deletions(-) diff --git a/README.md b/README.md index fb0e261..eb4279f 100644 --- a/README.md +++ b/README.md @@ -1545,27 +1545,29 @@ Take coding challenges every day, as many as you can. - see videos below - ### Machine Learning - - Why ML? + - [x] Why ML? - [x] https://backchannel.com/how-google-is-remaking-itself-as-a-machine-learning-first-company-ada63defcb70 - [x] Large-Scale Deep Learning for Intelligent Computer Systems: https://www.youtube.com/watch?v=QSaZGT4-6EY - - [ ] Deep Learning and Understandability versus Software Engineering and Verification by Peter Norvig: https://www.youtube.com/watch?v=X769cyzBNVw + - [x] Deep Learning and Understandability versus Software Engineering and Verification by Peter Norvig: https://www.youtube.com/watch?v=X769cyzBNVw - [x] great course (Stanford): https://www.coursera.org/learn/machine-learning - videos only: https://www.youtube.com/playlist?list=PLZ9qNFMHZ-A4rycgrgOYma6zxF4BZGGPW - - see videos 12-18 for a review of linear algebra + - see videos 12-18 for a review of linear algebra (14 and 15 are duplicates) - [ ] Google's Cloud Machine learning tools: https://www.youtube.com/watch?v=Ja2hxBAwG_0 - [ ] Google Developers' Machine Learning Recipes (Scikit Learn & Tensorflow): - https://www.youtube.com/playlist?list=PLOU2XLYxmsIIuiBfYad6rFYQU_jL2ryal - - [ ] Tensorflow: https://www.youtube.com/watch?v=oZikw5k_2FM - - [ ] Google's Deep Learning Nanodegree: https://www.udacity.com/course/deep-learning--ud730 - - [ ] Google/Kaggle Machine Learning Engineer Nanodegree: https://www.udacity.com/course/machine-learning-engineer-nanodegree-by-google--nd009 - - [ ] Self-Driving Car Engineer Nanodegree: https://www.udacity.com/course/self-driving-car-engineer-nanodegree--nd013 - - [ ] Metis Online Course ($99 for 2 months): http://www.thisismetis.com/explore-data-science + - [x] Tensorflow: https://www.youtube.com/watch?v=oZikw5k_2FM + - [ ] Tensorflow Tutorials: https://www.tensorflow.org/versions/r0.11/tutorials/index.html - [ ] Practical Guide to implementing Neural Networks in Python (using Theano): http://www.analyticsvidhya.com/blog/2016/04/neural-networks-python-theano/ - [ ] Vector calculus: https://www.youtube.com/watch?v=tDtYAddb4o4 + - More courses: + - [ ] Google's Deep Learning Nanodegree: https://www.udacity.com/course/deep-learning--ud730 + - [ ] Google/Kaggle Machine Learning Engineer Nanodegree: https://www.udacity.com/course/machine-learning-engineer-nanodegree-by-google--nd009 + - [ ] Self-Driving Car Engineer Nanodegree: https://www.udacity.com/course/self-driving-car-engineer-nanodegree--nd013 + - [ ] Metis Online Course ($99 for 2 months): http://www.thisismetis.com/explore-data-science - Resources: + - Great book: Data Science from Scratch: First Principles with Python: https://www.amazon.com/Data-Science-Scratch-Principles-Python/dp/149190142X - Data School: http://www.dataschool.io/ - - ### Go - [x] Videos: - [x] Why Learn Go?: https://www.youtube.com/watch?v=FTl0tl9BGdc