Practical Data Science with Amazon SageMaker course material links

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

• Data science needs drudges

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

• Amazon CodeWhisperer - AI Code Companion
• Amazon CodeWhisperer - Get Coding Suggestions

AWS Services

• Amazon SageMaker Documentation
• Amazon CodeWhisperer Documentation

Module 4: Evaluating and Tuning a Model

Websites

• Multiclass Model Insights
• ROC and AUC
• Automatic model tuning with SageMaker

Module 5: Deploying a Model

Websites

• Deploy a Model on Amazon SageMaker Hosting Services

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

Courses

• AWS Skill Builder
• AWS Builder Labs
• AWS Workshops