Schedule & syllabus

The lecture slides, notes, tutorials, and assignments will be posted online here as the course progresses.
Lecture times are 2:30-3:50pm PST. All deadlines are at 11:59pm PST.

This schedule is subject to change according to the pace of the class.

Date	Description	Materials	Events
Mon Jan 11	Understanding machine learning production	Note Slides	Lecture
Wed Jan 13	Intro to machine learning systems design	Note Slides	Lecture
Mon Jan 18	No class	Martin Luther King, Jr. Day
Wed Jan 20	Data engineering	Slides Note	Lecture
Mon Jan 25	Model development	Slides Note	Lecture
Wed Jan 27	PyTorch & distributed training Tutorial by Shreya Shankar and Karan Goel	Slides - PyTorch (Shreya) Slides - scaling (Karan)	Lecture + Tutorial
Mon Feb 1	Model evaluation	Slides	Lecture
Wed Feb 3	Experiment tracking and versioning Weights & Biases tutorial by Lavanya Shukla DVC tutorial by DVC team	Slides	Lecture + Tutorial
Mon Feb 8	Deployment	Slides	Lecture
Wed Feb 10	Deployment tutorials Guest lecture by Daniel Bourke	Slides Video Code	Tutorial
Mon Feb 15	No class	Presidents' Day
Wed Feb 17	TinyML Guest lecture by Pete Warden	Slides	Lecture
Mon Feb 22	Scaling ML models in production: case studies with Uber and Ludwig Guest lecture by Piero Molino	Slides	Lecture
Wed Feb 24	Model Deployment Beyond Test Set Accuracy by Sara Hooker ML in production by Andrej Karpathy	Slides - Sara	Lecture
Mon Mar 1	Monitoring and maintenance	Slides	Lecture + Tutorial
Wed Mar 3	Infrastructure ML Infrastructure at Netflix by Ville Tuulos ML Infrastructure at Slack by Josh Wills ML Infrastructure at Spotify & Better by Erik Bernhardsson	Reading: * How Netflix works * Which GPU(s) to Get for Deep Learning: My Experience and Advice for Using GPUs in Deep Learning * Choosing Your Deep Learning Infrastructure: The Cloud vs. On-Prem Debate Slides	Lecture
Mon Mar 8	Integrating ML into business Guest lecture by Saam Motamedi		Lecture
Wed Mar 10	Final project discussion		Workshop
Mon Mar 15	Future of ML systems Panel: Neil Lawrence Han Xiao Vicki Cheung		Panel
Wed Mar 17	Final project demo day	2pm - 4pm (PT) Gathertown link Come join us. It's online and open to the public!	Demo day