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Two Minute Papers: How To Get Started With Machine Learning? #51

In this AI video ...

I get a lot of messages from you Fellow Scholars that you would like to get started in machine learning and are looking for materials. Below you find a ton of resources to get you started!

The AI Revolution: The Road to Superintelligence on Wait But Why:

The AI Revolution: The Road to Superintelligence

The AI Revolution: Our Immortality or Extinction

Superintelligence by Nick Bostrom:
https://en.wikipedia.org/wiki/Superintelligence:_Paths,_Dangers,_Strategies

Andrew Ng on Coursera – https://class.coursera.org/ml-005/lecture
Nando de Freitas (UBC) – https://www.youtube.com/playlist?list=PLE6Wd9FR–Ecf_5nCbnSQMHqORpiChfJf
Nando de Freitas (Oxford) – https://www.youtube.com/playlist?list=PLE6Wd9FR–EfW8dtjAuPoTuPcqmOV53Fu
Nando de Freitas (more) – https://www.youtube.com/playlist?list=PLE6Wd9FR–EdyJ5lbFl8UuGjecvVw66F6

One more at Caltech – https://work.caltech.edu/telecourse.html
Andrej Karpathy – https://www.youtube.com/playlist?list=PLkt2uSq6rBVctENoVBg1TpCC7OQi31AlC
UC Berkeley – https://www.youtube.com/channel/UCshmLD2MsyqAKBx8ctivb5Q/videos
Geoffrey Hinton – https://www.coursera.org/course/neuralnets
Machine Learning specialization at Coursera – https://www.coursera.org/specializations/machine-learning
MIT – http://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-034-artificial-intelligence-fall-2010/lecture-videos/
Mathematicalmonk’s course: https://www.youtube.com/watch?v=yDLKJtOVx5c&list=PLD0F06AA0D2E8FFBA&index=0

“Pattern Recognition and Machine Learning” by Christoper Bishop: https://www.microsoft.com/en-us/research/people/cmbishop/

“Algorithms for Reinforcement Learning” by Csaba Szepesvári: https://sites.ualberta.ca/~szepesva/papers/RLAlgsInMDPs.pdf

A great talk on deep learning libraries:

Two great sources to check for new papers:
http://gitxiv.com/top
http://www.arxiv-sanity.com/top

One more great post on how to get started with machine learning:
https://www.quora.com/How-do-I-get-started-in-machine-learning-both-theory-and-programming/answer/Sebastian-Raschka-1

A great blog post on how to get started with Keras:
http://swanintelligence.com/first-steps-with-neural-nets-in-keras.html

A website with lots of intuitive articles on deep learning:
http://neuralnetworksanddeeplearning.com/

A free book on deep learning by Ian Goodfellow, Yoshua Bengio and Aaron Courville:
http://www.deeplearningbook.org/

The thumbnail background image was created by C_osett – https://flic.kr/p/sDTYmm
Splash screen/thumbnail design: Felícia Fehér – http://felicia.hu

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