advancedData Science & AI
Deep Learning with PyTorch
Build, train and debug networks without the hand-waving
Deep Learning with PyTorch: Build, train and debug networks without the hand-waving.
What you'll be able to do
- Write training loops you trust
- Debug exploding losses
- Profile GPU utilisation
Curriculum
Getting started
How this course workspreview
Setting up your environmentpreview13m
Starter repo & setup checklist
Core concepts
The mental model19m
Working through the happy path16m
What breaks in production (and why)
Tradeoffs and alternatives14m
Interactive walkthrough
Applied practice
Building the reference implementation27m
Guided exercise: build it yourself
Cheat sheet, templates & further reading
Build & assess
Knowledge check
Deep Learning with PyTorch: final assignment
Where to go next
Reviews
Vikram Menon★★★★
Training loops you can actually reason about.