kaituo/fastai_deeplearn_part1

Notes for Fastai Deep Learning Course

fast.ai

• fastai docs
• fastai_v1 (on GitHub)
  • fastai v1: Launch Announcement
  • podcast on fastai_v1
• fastai (on GitHub) (old version)
• some fastai files

About Me

• My Blog (Reshama Shaikh)
• Twitter: @reshamas

Courses (my outlines)

Deep Learning

• Version 3 (Fall 2018 to Spring 2019)
• Version 2 (Fall 2017 to Spring 2018)
• Version 1 (Fall 2016 to Spring 2017)

Machine Learning

• Fall 2017

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Helpful Resources

• Directory of fastai and DL terms
• Solving the Most Common Errors
• Fastai FAQs for Beginners
• 30+ Best Practices
• Resources (Blogs Written by fastai Fellows / Research Papers, etc)
• Fastai Blog Posts (by Rachel Thomas & Jeremy Howard)

Technical Tools

• tmux on AWS
• Download data using Kaggle CLI
• Download data using Chrome and wget
• Jupyter Notebook Commands & Shortcuts
• How to Create a Keypair
• Copy Files from Local PC to Cloud PC

Platforms for Using fastai (GPU required)

Summary of Cloud GPU Vendors (with billing)

• Paperspace setup
• AWS AMI GPU Setup
  • How to setup fastai in an Amazon AWS region without fastai AMI like in Europe
• Crestle
• Google Cloud GPU Setup for fastai
• Set up personal deep learning box (home computer)
• Microsoft Azure
• Running fast.ai notebooks with Amazon SageMaker
• Docker
  • Paperspace Docker Container
  • Fastai and Docker
• manual: bash script for setup
  • the CUDA drivers
  • Anaconda (special Python distribution)
  • Python libraries
  • fastai library
  • courses
  • data
• Other
  • FloydHub
    • https://github.com/YuelongGuo/floydhub.fast.ai
  • Google Colaboratory
  • Salamander