Deep Learning Survey

Week 15, Fall 2023

• Start: Monday, November 27
• End: Friday, December 1

Summary

This week we will do a quick survey of neural networks and deep learning. No class on Monday. Lecture instead of lab on Friday.

Learning Objectives

After completing this week, you are expected to be able to:

• Train neural networks using pytorch.
• Evaluate neural networks using pytorch.

Reading

• Deep Learning with PyTorch
• Learn PyTorch for Deep Learning: Zero to Mastery
  • Deep Learning Fundamentals: Slides | Notebook
  • Workflow Fundamentals: Slides | Notebook
  • Neural Networks for Classification: Slides | Notebook
  • Computer Vision: Slides | Notebook
• CNN Explainer

Link	Source
Week 15 Concept Scribbles	Course Website
Week 15 Notebook [ Rendered Notebook ]	Course Website

Video

Head to ClassTranscribe to watch lecture recordings. They are arranged by date in the Lecture Capture Recordings playlist.

Office Hours

Staff	Day	Time	Location
Lahari	Wednesday	4:00 PM - 5:00 PM	Siebel Center, Second Floor [ Queue ]
David	Wednesday	5:00 PM - 6:00 PM	Zoom
Eunice	Thursday	3:00 PM - 4:00 PM	Siebel Center, Second Floor [ Queue ]
David	Friday	11:00 AM - 12:00 PM	2328 Siebel Center