A Complete Guide to AutoKeras

In this talk, you will learn the back ground knowledge of AutoKeras, paper explanation, and some coding examples of this open source AutoML system.

00:00 a complete guide to #AutoKeras
00:10 outline
00:42 what is #NAS
3:03 search strategy
6:50 #BayesianOptimization
9:15 Bayesian optimization with Gaussian process
12:28 choosing kernel and hyperparameters
15:38 acquisition functions
17:00 expected improvement
20:07 knowledge gradient
23:23 entropy search and predictive entropy search
25:09 Bayesian optimization with TPE
28:30 Auto-Keras: NAS with Bayesian optimization
32:43 algorithm
34:55 network morphism operations
36:26 computing edit distance
41:44 system setup
43:30 experiment result
46:10 #AutoML example with AutoKeras
48:59 image classification with AutoKeras
51:32 text regression with AutoKeras
53:46 comments

Видео A Complete Guide to AutoKeras канала DL with some theories