SysML——CSE 599W: Systems for ML

CSE 599W: Systems for ML

• Assignments
• Materials
• Projects
• Schedule

Schedule

The schedule is tentative and can subject to change. We will have guest lectures and may accomodate the schedule accordingly.

Date
Mar 27th	Introduction to Deep Learning
Mar 29th	Lab: How to build image classifier
April 3th	Components Overview of Deep Learning System
April 5th	Backprop and Automatic Differentiation
April 10th	Hardware backends: GPU
April 12th	Optimize for hardware backends
April 17th	Domain specific language, TVM stack
April 19th	Hardware Specialization in Deep Learning
April 24th	Memory Optimization
April 26th	Parallel Scheduling
May 1st	No class, hacking on project proposal
May 3rd	No class
May 8th	Distributed Training and Communication Primitives
May 10th	Model Serving
May 15th	Low bit optimization, guest talk by Meghan Cowan
May 18th	Joint Guest Lecture with hardware 599: Eric Chung Location: CSE305 at 9:30am
May 22nd	Guest Lecture:Amar Phanishayee Location: Mueller Hall 153
May 24th	Guest Lecture:Matthai Philipose Location: CSE305
May 29th	Guest Lecture:Vinod Grover Location: Mueller Hall 153
May 31st	Project presentation