fast.ai Deep Learning Part 1 v2

Oct - Dec 2017

Course Links

• GitHub: fastai (public)
• Discourse: part1-v2 (private)
• Discourse: part1-v2 beginner (private)
• some fastai files

Wiki's

• Wiki thread: Intro workshop
• Wiki: Lesson 1
• Wiki: Lesson 2
• Wiki: Lesson 3
• Wiki: Lesson 4
• [Wiki: Lesson 5]
• [Wiki: Lesson 6]
• [Wiki: Lesson 7]

Livestreams

• Livestream: Lesson 1
  • Livestream: Lesson 1, Section 1
  • Livestream: Lesson 1, Section 2
• Livestream: Lesson 2
• Livestream: Lesson 3
• Livestream: Lesson 4
• [Livestream: Lesson 5]
• [Livestream: Lesson 6]
• [Livestream: Lesson 7]

My Lesson Notes

• Lesson 1
  • Lesson 1a: Course Intro
  • Lesson 1b: CNN and resnet Architecture
• Lesson 2: resnet34, resnext50
• Lesson 3: CNN Image Intro
• Lesson 4: Structured Neural Net Intro, Language RNN Intro, Collaborative Filtering Intro

Technical Tools

• AWS AMI GPU Setup
• tmux on AWS
• Kaggle CLI
• Jupyter Notebook

Other Resources

• Resources (Blogs Written by fastai Fellows / Research Papers, etc)