00:00:47 Agenda
00:01:35 About me
00:03:03 About H2O.ai
00:04:59 Why H2O?
00:06:03 What is H2O.ai?
00:09:48 Learning objectives of the hands-on tutorial
00:11:51 Install H2O
00:12:51 Start a local H2O cluster
00:14:35 Data import (Basic)
00:17:00 Data transformation & Exploratory analysis (Basic)
00:19:50 Regression models (Basic)
00:28:49 Classification models (Basic)
00:34:28 Model manual settings
00:35:47 Cross-validation
00:38:00 Early stopping
00:41:12 Full grid search
00:44:33 [QA]
00:46:45 Random grid search
00:49:30 Stacking models
00:53:32 [QA]
00:58:43 Deploying H2O in the cloud
01:02:02 [QA]
01:08:47 Recap
Jo-fai Chow - Introduction to Machine Learning with H2O and Python
00:00:47 Agenda 00:01:35 About me 00:03:03 About H2O.ai 00:04:59 Why H2O? 00:06:03 What is H2O.ai? 00:09:48 Learning objectives of the hands-on tutorial 00:11:51 Install H2O 00:12:51 Start a local H2O cluster 00:14:35 Data import (Basic) 00:17:00 Data transformation & Exploratory analysis (Basic) 00:19:50 Regression models (Basic) 00:28:49 Classification models (Basic) 00:34:28 Model manual settings 00:35:47 Cross-validation 00:38:00 Early stopping 00:41:12 Full grid search 00:44:33 [QA] 00:46:45 Random grid search 00:49:30 Stacking models 00:53:32 [QA] 00:58:43 Deploying H2O in the cloud 01:02:02 [QA] 01:08:47 Recap