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Automatic Differentiation
Published on 2017-07-2717340 Views
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Presentation
Automatic differentiation00:00
Our awesome new world01:35
Autograd03:35
Autograd examples - 106:21
Autograd examples - 207:23
Hessians and HVPs08:07
Black-box inference in a tweet08:44
Tutorial goals - 109:46
Automatic differentiation - 111:12
Automatic differentiation - 212:52
Automatic differentiation - 317:01
Automatic differentiation - 418:49
Automatic differentiation - 521:01
Forward and reverse accumulation23:39
Non-chain composition25:19
Tutorial goals - 229:28
Autodiff implementations29:58
Autograd’s ingredients - 134:59
Autograd’s ingredients - 236:10
Autograd’s ingredients - 337:58
Autograd’s ingredients - 438:31
Autograd’s ingredients - 540:47
Autograd’s ingredients - 641:43
Autograd’s ingredients - 742:17
Autograd’s ingredients - 843:33
Autograd’s ingredients - 943:45
Autograd’s ingredients - 1044:59
Autograd’s ingredients - 1146:16
Autograd’s ingredients - 1246:23
Autograd’s ingredients - 1347:07
Autograd’s ingredients - 1447:38
Autograd’s ingredients - 1548:08
Autograd’s ingredients - 1648:21
Autograd’s ingredients - 1750:09
Autograd’s ingredients - 1851:17
Tradeoffs in forward vs reverse55:47
Tutorial goals - 358:38
Checkpointing - 101:02:42
Checkpointing - 201:03:53
Checkpointing - 301:06:25
Getting forward from reverse - 101:07:30
Getting forward from reverse - 201:12:35
Solutions, optima, and fixed points01:13:02
The implicit function theorem01:16:00
Thanks!01:17:42