Practical Automated Machine Learning Using H2O.ai
- Paperback: 396 pages
- Publisher: WOW! eBook (September 26, 2022)
- Language: English
- ISBN-10: 1801074526
- ISBN-13: 978-1801074520
Practical Automated Machine Learning Using H2O.ai: Accelerate the adoption of machine learning by automating away the complex parts of the ML pipeline using H2O.ai
With the huge amount of data being generated over the internet and the benefits that Machine Learning (ML) predictions bring to businesses, ML implementation has become a low-hanging fruit that everyone is striving for. The complex mathematics behind it, however, can be discouraging for a lot of users. This is where H2O comes in – it automates various repetitive steps, and this encapsulation helps developers focus on results rather than handling complexities.
You’ll begin by understanding how H2O’s AutoML simplifies the implementation of ML by providing a simple, easy-to-use interface to train and use ML models. Next, you’ll see how AutoML automates the entire process of training multiple models, optimizing their hyperparameters, as well as explaining their performance. As you advance, you’ll find out how to leverage a Plain Old Java Object (POJO) and Model Object, Optimized (MOJO) to deploy your models to production. Throughout this book, you’ll take a hands-on approach to implementation using H2O that’ll enable you to set up your ML systems in no time.
- Get to grips with H2O AutoML and learn how to use it
- Explore the H2O Flow Web UI
- Understand how H2O AutoML trains the best models and automates hyperparameter optimization
- Find out how H2O Explainability helps understand model performance
- Explore H2O integration with scikit-learn, the Spring Framework, and Apache Storm
- Discover how to use H2O with Spark using H2O Sparkling Water
By the end of this Practical Automated Machine Learning Using H2O.ai book, you’ll be able to train and use your ML models using H2O AutoML, right from experimentation all the way to production without a single need to understand complex statistics or data science.
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