Principles of Machine Learning Systems

Slides for Lectures

• 1: Class Administration -- [here]
• 1: The ML Systems Landscape -- [here]
• 2: Model Compression -- [here]
• 3: Automatic Differentiation -- [here]
• 4: Training -- Under the Hood -- [here]
• 5: GPUs and CUDA -- [here]
• 6: Hardware Acceleration -- [here]

Supporting Documents

• Optional Reading Material: [here]
• Specification of Class Project: [here]

Example Projects from Prior Years

• Project 0 -- [here]
• Project 1 -- [here]
• Project 2 -- [here]
• Project 3 -- [here]
• Project 4 -- [here]
• Project 5 -- [here]
• Project 6 -- [here]