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Theano: a Fast Python Library for Modelling and Training
Published on Oct 13, 20143596 Views
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Chapter list
Theano: a fast Python Library for Modelling and Training00:00
Overview - 100:32
Main Objectives02:06
Current status05:35
Basic usage06:53
Defining an expression07:35
Graph visualization - 109:22
Graph visualization - 210:50
pydotprint (f)12:15
pydotprint (g)12:53
pydotprint (h)13:05
Compiling a Theano function13:56
Executing a Theano function14:01
Overview - 214:44
Strong typing15:12
Broadcast tensors17:25
No side effects18:43
Python keywords21:52
Overview - 323:55
The givens keyword24:04
Cloning with replacements25:27
The back-propagation algorithm26:32
Using theano.grad30:37
Using the gradients33:03
Update values33:08
Shared variables34:48
Using shared variables36:25
Updating shared variables40:08
Graph - 140:14
Graph - 240:17
Overview - 440:44
Graph optimizations41:13
Enabling/disabling optimizations48:30
C code for Ops51:45
The C virtual machine (CVM)57:25
Using the GPU01:02:48
Configuration flags01:06:30
Overview - 501:09:06
Overview - 601:09:25
Scan Examples: Loop with accumulation01:13:53
The easy way: Python01:17:12
The hard way: C code01:18:55
What to expect in the near future01:20:22
Acknowledgements01:25:39
Thanks for your attention 01:26:30