Deep Learning: Difference between revisions

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= Books =
= Books =
[https://a16z.com/2016/06/10/ai-deep-learning-machines/ Deep learning primer (video)]
[http://aiplaybook.a16z.com/ AI Playbook] by Andreessen Horowitz


[http://www.deeplearningbook.org/ Deep Learning]
[http://www.deeplearningbook.org/ Deep Learning]

Revision as of 11:57, 31 August 2017

Books

Deep learning primer (video)

AI Playbook by Andreessen Horowitz

Deep Learning

An MIT Press book

Ian Goodfellow and Yoshua Bengio and Aaron Courville

Sutton & Barto 2nd edition

File:Bookdraft2016sep.pdf

Understanding Machine Learning: From Theory to Algorithms

File:Understanding-machine-learning-theory-algorithms.pdf

Presentations

Learn TensorFlow and deep learning, without a Ph.D.

Practice

Khan Academy Linear Algebra

OpenAI Gym

Script to figure out what an space_action is doing

action = 0  # modify this!
o = env.reset()
for i in xrange(5): # repeat one action for five times
    o = env.step(action)[0]
IPython.display.display(
    Image.fromarray(
        o[:,140:142]  # extract your bat
    ).resize((300, 300))  # bigger image, easy for visualization
)

From here

Datasets

Kickstarter dataset Indigogo dataset