awesome-fastai
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20 hours ago •
ucalyptus
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Curated lists of fastai resources: blog posts, twitter threads etc.
awesome-fastai :globe_with_meridians: :pushpin:
Collection of fastai resources: blog posts, projects, etc.
v2 Code-WalkThroughs :new:
- Youtube Playlist
- WT1 Notes
- WT2 Notes
- WT3 Notes
- WT4 Notes
- WT5 Notes
- WT6 Notes
- WT7 Notes
- WT8 Notes
- WT9 Notes
- WT10 Notes
Deploy :new:
Kaggle Links :sparkle:
- fastai v2 PipeLine Tutorial :new:
- Introduction to Image Augmentation using fastai | Kaggle
- Histopathological Cancer Detection
- Pneumothorax Segmentation using HyperColumns
- Blindness Detection using EfficientNet
- Malaria Detection
- Fluke Detection | Radek Osmulski
- Bears Dataset
- iMet Starter
- RSNA Demo
and more.... :shipit:
Github Links :sparkle:
- github.com/asvcode/fastai_resources
- mgrankin/over9000: Over9000 optimizer
- KushajveerSingh/fastai_without_fastai: Useful fastai methods like lr_find, fit_one_cycle in pure PyTorch (no need to import fastai)
- mogwai/fastai_audio: 🔊️ Audio with Fastai
- SSD using fastai
- Water Classifier
- Protein Atlas fastai
- Google Retrieval Challenge 2019
- Fastai for Medical AI
- RSNA Intracranial Hemorrhage Detection Kaggle competition starter pack
Forum Gems :sparkle:
- Lesson 1 links to different parts in video - Part 1 (2019) - Deep Learning Course Forums
- Tips for building large image datasets - Part 1 (2019) - Deep Learning Course Forums
- Geospatial Deep Learning resources & study group - Part 1 (2019) - Deep Learning Course Forums
- Productionizing models thread - fastai users - Deep Learning Course Forums
- Most Important lesson learned
- Finding Data Block Nirvana (a journey through the fastai data block API)
- Understanding callbacks in fastai • Pierre Ouannes
- Introduction to Image Augmentations using the fastai library
- Things Jeremy says to do - Part 1 (2019) - Deep Learning Course Forums
- Things Jeremy says to do (Part 2) - Part 2 (2019) - Deep Learning Course Forums
- ImageNette/Woof Leaderboards - guidelines for proving new high scores? - fastai users - Deep Learning Course Forums
Blogposts :sparkle:
- UPDATED FOR 2019! Learn Machine Learning & Deep Learning with us: TWiML x Fast.ai Study Group - This Week in Machine Learning & AI
- Building Web App for Computer Vision Model & Deploying to Production in 10 Minutes*: A Detailed Guide
- Deep Learning Web App by fastai v1 -Pierre Guillou - Medium
- 10 New Things I Learnt from fast.ai v3 – Towards Data Science
- Class and Method in 2 lines
- Matrix Multiplication — Part2 Lesson8 – Towards Data Science
- Announcing fast.ai part 1 now available as Kaggle Kernels
- Track and organize fastai experimentation process in Neptune
Quizzes
TwiML :sparkle:
Contribute :loudspeaker:
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