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