Practical Data Science with Amazon SageMaker
Please not that this is not a prep course for any AWS certification!
This document contains links mentioned in the “Practical Data Science with Amazon SageMaker” course.
Module 0: Course Introduction
Full name: Practical Data Science with Amazon SageMaker
Product code: 200-MLPDSS-30
These links are based on the course version 3.0.6.
The official course material: eVantage Bookshelf (VitalSource)
Practical Data Science with Amazon SageMaker Online Course
Additional material: AWS Skill Builder
Module 1: Introduction to Machine Learning
Websites
- AI vs. Machine Learning vs. Deep Learning
- Machine learning - Wikipedia
- UCI Machine Learning Repository: Adult Data Set
- Model Fit (Underfitting vs. Overfitting)
- Bias-Variance Tradeoff
- Amazon Machine Learning
Module 2: Preparing a Dataset
Websites
Module 3: Training a Model
Websites
- Use Amazon SageMaker Built-in Algorithms
- How XGBoost Algorithm Works
- Decision Tree
- Getting Started with Amazon CodeWhisperer
- Amazon Q Developer
Videos
AWS Services
- Amazon SageMaker Documentation
- Amazon CodeWhisperer Documentation
Module 4: Evaluating and Tuning a Model
Websites
Module 5: Deploying a Model
Websites
Module 6: Operational Challenges
Websites
- Fairness, model explainability and bias detection with SageMaker Clarify
- Amazon SageMaker Shadow Testing
- Blue/Green Deployments with Amazon SageMaker
AWS Services
- Amazon SageMaker Clarify Overview
Module 7: Other Model-Building Tools
Websites
- Amazon SageMaker Canvas introduces Quick Build to support time-series forecasting models
- Amazon SageMaker Canvas
- Amazon SageMaker domain overview
- Migrate to Amazon SageMaker Studio
AWS Services
- Amazon SageMaker Canvas Documentation
- Amazon SageMaker Studio Documentation
Module 8: Course Wrap-up
Websites
- AWS Certification exam preparation
- AWS Certification
- AWS Recertification
- All AWS Certification exams
- Schedule an Exam
- AWS Skill Builder subscription
- AWS Training and Certification
- AWS Online Tech Talks
- AWS Ramp-Up Guides