fast.ai
- fastai docs
- fastai_v1 (on GitHub)
- fastai (on GitHub) (old version)
- some fastai files
About Me
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
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
- 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
- manual: bash script for setup
- the CUDA drivers
- Anaconda (special Python distribution)
- Python libraries
- fastai library
- courses
- data
- Other