UW CSE P 590C: Full Stack Deep Learning

Assignments and Labs for UW CSE P 590C Introduction to Full Stack Deep Learning

Assignments

• Assignment 1: Deep Learning Fundamentals
• Assignment 2: ML Projects
• Assignment 3: Convnets
• Assignment 4: Sequence Models
• Assignment 5: Infrastructure & Tooling
• Assignment 6: Training & Debugging Models
• Assignment 7: Data Management
• Assignment 8: Testing & Deployment
• Final Exam

Labs

• Lab 0 - Deep Learning Fundamentals
  • Part 1
  • Part 2
• Lab 1: Single-character prediction
• Lab 2: Convolutional Nets
• Lab 3: Using a sequence model for line text recognition
• Lab 4: Real Handwriting Dataset and Experiment Management
• Lab 5: Line Detection
• Lab 6: Data Labeling and Versioning
• Lab 7: Testing and Continuous Integration
• Lab 8: Web Deployment