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Learning in a dynamic and ever changing world
Published on Apr 05, 2019237 Views
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Chapter list
Learning in a dynamic and ever changing world - 100:00
Learning in a dynamic and ever changing world - 200:19
Training - Deployment - 100:37
Training - Deployment - 200:53
Google flu trends - 101:04
Google flu trends - 305:53
Google flu trends - 410:28
Methodology10:51
To tame concept drift10:52
To tame concept drift we must first understand it! - 111:04
To tame concept drift we must first understand it! - 211:07
Objective quantitative measures14:14
Rigorous theoretical basis for16:26
Response Type 121:54
Experiment: Abrupt pure covariate drift21:54
Response Type 223:40
Theory29:40
Slow drift rate34:17
The Sweet Path34:17
Intermediate drift rate36:12
Fast drift rate36:22
Techniques36:35
Very Fast Decision Tree - Extremely Fast Decision Tree - 137:03
Very Fast Decision Tree - Extremely Fast Decision Tree - 240:06
Very Fast Decision Tree - Extremely Fast Decision Tree - 340:32
Very Fast Decision Tree - Extremely Fast Decision Tree - 440:44
EFDT vs VFDT43:28
Human Activity Recognition46:16
Human Activity Recognition49:29
Summay50:23