Chapter 8: Jumpstarting ML with SageMaker JumpStart and Autopilot
SageMaker JumpStart offers complete solutions for select use cases as a starter kit for the world of machine learning (ML) with Amazon SageMaker without any code development. SageMaker JumpStart also catalogs popular pretrained computer vision (CV) and natural language processing (NLP) models for you to easily deploy or fine-tune for your dataset. SageMaker Autopilot is an AutoML solution that explores your data, engineers features on your behalf, and trains an optimal model from various algorithms and hyperparameters. You don't have to write any code: Autopilot does it for you and returns notebooks to show you how it does it.
In this chapter, we will cover the following topics:
- Launching a SageMaker JumpStart solution
- Deploying and fine-tuning a model from the SageMaker JumpStart model zoo
- Creating a high-quality model with SageMaker Autopilot
