Introduction to Machine Learning with H2O-3 - Part 1

In this tutorial, you will learn how to use H2O's GLM, Random Forest, GBM models and grid search to tune hyperparameters for a classification problem

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Objective
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Select the "Read" button to begin. Explore the main goal of this tutorial
Prerequisites
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Select the "Read" button to begin. Find general information about what you need in order to complete this tutorial
Task 1: Initial Setup
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Select the "Read" button to begin. Import the libraries, estimators, and grid search. Initialize your H2O cluster, and import the dataset
Task 2: Machine Learning Concepts
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Select the "Read" button to begin. Learn about the machine learning concepts that will help you get a better understanding of this tutorial
Task 3: Start Experiment
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Select the "Read" button to begin. Explore your dataset, split it and choose your response and predictors
Task 4: Build a GLM
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Select the "Read" button to begin. Build a default GLM and explore the results
Task 5: Build a Random Forest
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Select the "Read" button to begin. Build a default Random Forest and explore the results
Task 6: Build a GBM
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Select the "Read" button to begin. Build a default GBM and explore the results
Task 7: Tune the GLM with H2O GridSearch
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Select the "Read" button to begin. Tune your GLM model using H2O GridSearch and explore the results of the tuned model
Task 8: Tune the RF model with H2O GridSearch
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Select the "Read" button to begin. Tune your Random Forest model using H2O GridSearch and explore the results of the tuned model
Task 9: Tune the GBM model with H2O GridSearch
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Select the "Read" button to begin. Tune your GBM model using H2O GridSearch and explore the results of the tuned model
Task 10: Test Set Performance
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Select the "Read" button to begin. Check the test set performance of the best models
Task 11: Challenge
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Select the "Read" button to begin. Take on a challenge and see if you can build an extra H2O-3 model
Appendix A: Getting Started with Aquarium
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Select the "Read" button to begin. Set up your Aquarium account to follow along
Next Steps
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Select the "Read" button to begin.
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