Deep Learning: Difference between revisions

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From [https://ai.stackexchange.com/questions/2449/what-are-different-actions-in-action-space-of-environment-of-pong-v0-game-from here]
From [https://ai.stackexchange.com/questions/2449/what-are-different-actions-in-action-space-of-environment-of-pong-v0-game-from here]
==Datasets==
[https://webrobots.io/kickstarter-datasets/ Kickstarter dataset]
[https://webrobots.io/indiegogo-dataset/ Indigogo dataset]

Revision as of 09:41, 23 August 2017

Books

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