- 01. Introduction to Amazon SageMaker
- 02. AWS Setup Instructions for Regular account
- 03. AWS SageMaker
- 04. SageMaker Instance Utilization Limits
- 05. Setting up a Notebook Instance
- 06. Cloning the Deployment Notebooks
- 07. Is Everything Set Up?
- 08. Boston Housing Example - Getting the Data Ready
- 09. Boston Housing Example - Training the Model
- 10. Boston Housing Example - Testing the Model
- 11. Mini-Project: Building Your First Model
- 12. Mini-Project: Solution
- 13. Boston Housing In-Depth - Data Preparation
- 14. Boston Housing In-Depth - Creating a Training Job
- 15. Boston Housing In-Depth - Building a Model
- 16. Boston Housing In-Depth - Creating a Batch Transform Job
- 17. Summary