Music Streaming Service: Customer Churn Detection

• Build a Customer Churn Model for Music Streaming App Users: Overview and Data Preparation
• Build a Customer Churn Model for Music Streaming App Users: Date Pre-processing with SageMaker Data Wrangler and Processing Job
• Build a Customer Churn Model for Music Streaming App Users: Model Selection and Model Explainability

Fleet Predictive Maintenance

• Fleet Predictive Maintenance: Part 1. Introduction
• Fleet Predictive Maintenance: Part 2. Data Preparation with Data Wrangler
• Fleet Predictive Maintenance: Part 3. Feature Engineering
• Fleet Predictive Maintenance: Part 4. Training, Hyperparameter Tuning, and Prediction

E-Commerce Personalization

• Recommendation Engine for E-Commerce Sales: Part 1. Data Preparation
• Recommendation Engine for E-Commerce Sales: Part 2. Train and Make Predictions
• Recommendation Engine for E-Commerce Sales: Part 3. Build Pipeline

Computer Vision for Medical Imaging

• Computer Vision for Medical Imaging: Part 1. Train Model with Hyperparameter Tuning Job
• Computer Vision for Medical Imaging: Part 2. Model Lineage and Model Registry
• Computer Vision for Medical Imaging: Part 3. Deploy Model & Make Predictions
• Computer Vision for Medical Imaging: Part 4. SageMaker Pipelines

Pipelines with NLP for Product Rating Prediction

• Training and Deploying a Text Classification model using Amazon SageMaker Pipelines