fast.ai

• latest course (v3): https://course.fast.ai
• fastai on GitHub: fastai
• Data
  • Torrents
  • some fastai files (files, models, data)

About Me

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

Projects

• Deploying Deep Learning Models On Web And Mobile with Nidhin Pattaniyil

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Courses (my outlines)

Deep Learning

• Version 3 (Fall 2018 to Spring 2019) (* in progress)
• 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)
  • podcast with Jeremy Howard on fastai_v1 🔴
  • podcast with Rachel Thomas

• Jeremy's PyTorch Tutorial

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

Other Resources

• Publish notebooks as Github gists with a single button click!
• Tips for building large image datasets