Deep Learning: Difference between revisions
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==Datasets== | ==Datasets== | ||
[https://webrobots.io/kickstarter-datasets/ Kickstarter dataset] | [https://webrobots.io/kickstarter-datasets/ Kickstarter dataset] | ||
in vim the following: | |||
[https://webrobots.io/indiegogo-dataset/ Indigogo dataset] | [https://webrobots.io/indiegogo-dataset/ Indigogo dataset] | ||
===Useful file manipulation=== | |||
jq . filename (for jason queries) | |||
wc -l filename (counts amount of lines) | |||
head -n 10 filename > filename2 (sends top 10 lines of code to filename2) | |||
NB. sed can't find and replace newlines as it encapsulates the file being streamed and gets rid of the newlines. | |||
Revision as of 08:04, 6 October 2017
Books
AI Playbook by Andreessen Horowitz
An MIT Press book
Ian Goodfellow and Yoshua Bengio and Aaron Courville
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
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
in vim the following:
Useful file manipulation
jq . filename (for jason queries)
wc -l filename (counts amount of lines)
head -n 10 filename > filename2 (sends top 10 lines of code to filename2)
NB. sed can't find and replace newlines as it encapsulates the file being streamed and gets rid of the newlines.