1C. Introduction to Machine Learning with H2O-3 - AutoML

In this self-paced course, you will learn how to use H2O's AutoML to solve a classification use case, and a regression use case, we will do this with Python or R, and also with H2O Flow. 

You can find the Python and R version of the self-paced courses in the same file, and you can switch between versions by clicking the "Python" or "R" tab. Please note that these self-paced courses are designed to be completed one version at a time. If you want to complete both versions, and you are working on Aquarium, we recommend you do one at a time, as your labs might run out of time.

If you have any feedback or question about the self-paced course, please post them in the Discussion tab.

Key:

Complete
Failed
Available
Locked
Objective
Select the "Read" button to begin.
Select the "Read" button to begin. Explore the main goal of this tutorial
Prerequisites
Select the "Read" button to begin.
Select the "Read" button to begin. Find general information about what you need in order to complete this tutorial
Task 1: Initial Setup
Select the "Read" button to begin.
Select the "Read" button to begin. Import the libraries, estimators, and grid search. Initialize your H2O cluster, and import the dataset
Task 2: AutoML Concepts
Select the "Read" button to begin.
Select the "Read" button to begin. Learn about some AutoMLconcepts that will help you get a better understanding of this tutorial
Task 3: Start Experiment
Select the "Read" button to begin.
Select the "Read" button to begin. Explore your dataset, split it and choose your response and predictors
Task 4: H2O AutoML Classification
Select the "Read" button to begin.
Select the "Read" button to begin. Solve the classification problem using H2O's AutoML with Python
Task 5: H2O AutoML Regression
Select the "Read" button to begin.
Select the "Read" button to begin. Solve the regression problem using H2O's AutoML with Python
Task 6: H2O AutoML Classification in Flow
Select the "Read" button to begin.
Select the "Read" button to begin. Solve the classification problem using AutoML in H2O Flow
Task 7: H2O AutoML Regression in Flow
Select the "Read" button to begin.
Select the "Read" button to begin. Solve the regression problem using AutoML in H2O Flow
Task 8: Challenge
Select the "Read" button to begin.
Select the "Read" button to begin. Take on a challenge and see if you can further tune one of the best models from AutoML to get better results
Next Steps
Select the "Read" button to begin.
Select the "Read" button to begin.
You must be logged in to post to the discussion