Book

Learn Amazon SageMaker

This updated second edition of Learn Amazon SageMaker will teach you how to move quickly from business questions to high performance models in production. Using machine learning and deep learning examples implemented with Python and Jupyter notebooks, you’ll learn how to make the most of the many features and APIs of Amazon SageMaker.

Offered byPackt Logo

Difficulty Level

Intermediate

Completion Time

18h28m

Language

English

About Book

Who Is This Book For?

This book is for software engineers, machine learning developers, data scientists, and AWS users who are new to using Amazon SageMaker and want to build high-quality machine learning models without worrying about infrastructure. Knowledge of AWS basics is required to grasp the concepts covered in this book more effectively. A solid understanding of machine learning concepts and the Python programming language will also be beneficial.

Book content

chapters 18h28m total length

Introducing Amazon SageMaker

Handling Data Preparation Techniques

AutoML with Amazon SageMaker Autopilot

Training Machine Learning Models

Training CV Models

Training Natural Language Processing Models

Extending Machine Learning Services Using Built-In Frameworks

Using Your Algorithms and Code

Scaling Your Training Jobs

Advanced Training Techniques

Deploying Machine Learning Models

Automating Machine Learning Workflows

Optimizing Prediction Cost and Performance

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