Lecture 17-34¶

Announcements¶

  • Syllabus clarification: you can use slip days on P4. You (576) can't use slip days on G2.
  • (576) G2 checkin
  • No Week 10 problems
    • End of Quarter Homework Self-Reflection due Sunday night instead
  • Grading / feedback status: pretty behind =(
    • P2 grades are out
    • Next up: midterm wrappers; aiming for Thursday
    • P3, P4 to follow

Goals¶

  • Have fun and learn some things.
  • Ask at least one question.

An Ambitious List of Topics¶

Modern convnets: Alexnet -> VGG -> Inception -> ResNet -> ...

Okay but the data cost

  • Transfer learning - finetuning
  • Un/self-supervised Learning - Contrastive Learning

Other applications:

  • object detection (get boxy)
  • {semantic,instance,panoptic} segmentation
  • Literally every other corner of computer vision

"manifold learning" and autoencoders

Pure generative models:

  • Generative Adversarial Networks
  • Diffusion models
    • https://www.chenyang.co/diffusion.html
  • Stable Diffusion

Language and vision:

  • CLIP, DALL-E*