Assignments and Labs for UW CSE P 590C Introduction to Full Stack Deep Learning
- 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
- Lab 0 - Deep Learning Fundamentals
- 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