https://github.com/ucalyptus/awesome-fastai
Curated lists of fastai resources: blog posts, twitter threads etc.
https://github.com/ucalyptus/awesome-fastai
List: awesome-fastai
Last synced: 3 months ago
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Curated lists of fastai resources: blog posts, twitter threads etc.
- Host: GitHub
- URL: https://github.com/ucalyptus/awesome-fastai
- Owner: ucalyptus
- License: mit
- Created: 2019-09-16T18:05:09.000Z (over 5 years ago)
- Default Branch: master
- Last Pushed: 2020-01-09T18:39:51.000Z (about 5 years ago)
- Last Synced: 2024-05-19T20:18:19.191Z (9 months ago)
- Homepage:
- Size: 51.8 KB
- Stars: 143
- Watchers: 13
- Forks: 17
- Open Issues: 3
-
Metadata Files:
- Readme: README.md
- Contributing: CONTRIBUTING.md
- License: LICENSE
Awesome Lists containing this project
- ultimate-awesome - awesome-fastai - Curated lists of fastai resources: blog posts, twitter threads etc. (Other Lists / Julia Lists)
README
# awesome-fastai :globe_with_meridians: :pushpin:
[](https://github.com/sindresorhus/awesome#readme)
Collection of fastai resources: blog posts, projects, etc.
## v2 Code-WalkThroughs :new:
* [Youtube Playlist](https://www.youtube.com/playlist?list=PLfYUBJiXbdtSWRCYUHh-ThVCC39bp5yiq)
* [WT1 Notes](https://forums.fast.ai/t/fastai-v2-code-walk-thru-1/53940)
* [WT2 Notes](https://forums.fast.ai/t/fastai-v2-code-walk-thru-2/53978)
* [WT3 Notes](https://forums.fast.ai/t/fastai-v2-code-walk-thru-3/54067)
* [WT4 Notes](https://forums.fast.ai/t/fastai-v2-code-walk-thru-4/54137)
* [WT5 Notes](https://forums.fast.ai/t/fastai-v2-code-walk-thru-5/54405)
* [WT6 Notes](https://forums.fast.ai/t/fastai-v2-code-walk-thru-6/54775)
* [WT7 Notes](https://forums.fast.ai/t/fastai-v2-code-walk-thru-7/54924)
* [WT8 Notes](https://forums.fast.ai/t/fastai-v2-code-walk-thru-8/55068)
* [WT9 Notes](https://forums.fast.ai/t/fastai-v2-code-walk-thru-9/55234)
* [WT10 Notes](https://forums.fast.ai/t/fastai-v2-code-walk-thru-10/55324)
## Deploy :new:
* [Starter Pack for creating fast responsive Web App for Fast.AI Vision models](https://github.com/pankymathur/fastai-vision-app)
## Kaggle Links :sparkle:
* [fastai v2 PipeLine Tutorial](https://nbviewer.jupyter.org/urls/www.kaggle.com/kernels/scriptcontent/21388191/download) :new:
* [Introduction to Image Augmentation using fastai | Kaggle](https://nbviewer.jupyter.org/urls/www.kaggle.com/kernels/scriptcontent/11074080/download)
* [Histopathological Cancer Detection](https://nbviewer.jupyter.org/urls/www.kaggle.com/kernels/scriptcontent/10957232/download)
* [Pneumothorax Segmentation using HyperColumns](https://nbviewer.jupyter.org/urls/www.kaggle.com/kernels/scriptcontent/16865211/download)
* [Blindness Detection using EfficientNet](https://nbviewer.jupyter.org/urls/www.kaggle.com/kernels/scriptcontent/19310748/download)
* [Malaria Detection](https://nbviewer.jupyter.org/urls/www.kaggle.com/kernels/scriptcontent/9195619/download)
* [Fluke Detection | Radek Osmulski](https://www.kaggle.com/c/humpback-whale-identification/discussion/76281#448231)
* [Bears Dataset](https://www.kaggle.com/stansidel/bears-fastai-course)
* [iMet Starter](https://nbviewer.jupyter.org/urls/www.kaggle.com/kernels/scriptcontent/12315444/download)
* [RSNA Demo](https://nbviewer.jupyter.org/urls/www.kaggle.com/kernels/scriptcontent/21935662/download)
and more.... :shipit:
## Github Links :sparkle:
* [github.com/asvcode/fastai_resources](https://github.com/asvcode/fastai_resources)
* [mgrankin/over9000: Over9000 optimizer](https://github.com/mgrankin/over9000)
* [KushajveerSingh/fastai_without_fastai: Useful fastai methods like lr_find, fit_one_cycle in pure PyTorch (no need to import fastai)](https://github.com/KushajveerSingh/fastai_without_fastai)
* [mogwai/fastai_audio: 🔊️ Audio with Fastai](https://github.com/mogwai/fastai_audio)
* [SSD using fastai](https://github.com/rohitgeo/singleshotdetector)
* [Water Classifier](https://github.com/shankarj67/Water-classifier-fastai)
* [Protein Atlas fastai](https://github.com/wdhorton/protein-atlas-fastai)
* [Google Retrieval Challenge 2019](https://github.com/ducha-aiki/google-retrieval-challenge-2019-fastai-starter)
* [Fastai for Medical AI](https://github.com/renato145/fastai_scans)
* [RSNA Intracranial Hemorrhage Detection Kaggle competition starter pack](https://github.com/radekosmulski/rsna-intracranial)
## Forum Gems :sparkle:
* [Lesson 1 links to different parts in video - Part 1 (2019) - Deep Learning Course Forums](https://forums.fast.ai/t/lesson-1-links-to-different-parts-in-video/27581)
* [Tips for building large image datasets - Part 1 (2019) - Deep Learning Course Forums](https://forums.fast.ai/t/tips-for-building-large-image-datasets/26688/6)
* [Geospatial Deep Learning resources & study group - Part 1 (2019) - Deep Learning Course Forums](https://forums.fast.ai/t/geospatial-deep-learning-resources-study-group/31044)
* [Productionizing models thread - fastai users - Deep Learning Course Forums](https://forums.fast.ai/t/productionizing-models-thread/28353)
* [Most Important lesson learned](https://forums.fast.ai/t/most-important-lesson-learned/8623/7)
* [Finding Data Block Nirvana (a journey through the fastai data block API)](https://blog.usejournal.com/finding-data-block-nirvana-a-journey-through-the-fastai-data-block-api-c38210537fe4)
* [Understanding callbacks in fastai • Pierre Ouannes](https://pouannes.github.io/blog/callbacks-fastai/)
* [Introduction to Image Augmentations using the fastai library](https://hackernoon.com/introduction-to-image-augmentations-using-the-fastai-library-692dfaa2da42)
* [Things Jeremy says to do - Part 1 (2019) - Deep Learning Course Forums](https://forums.fast.ai/t/things-jeremy-says-to-do/36682)
* [Things Jeremy says to do (Part 2) - Part 2 (2019) - Deep Learning Course Forums](https://forums.fast.ai/t/things-jeremy-says-to-do-part-2/41533)
* [ImageNette/Woof Leaderboards - guidelines for proving new high scores? - fastai users - Deep Learning Course Forums](https://forums.fast.ai/t/imagenette-woof-leaderboards-guidelines-for-proving-new-high-scores/52714/19)
## Blogposts :sparkle:
* [UPDATED FOR 2019! Learn Machine Learning & Deep Learning with us: TWiML x Fast.ai Study Group - This Week in Machine Learning & AI](https://twimlai.com/twiml-x-fast-ai/)
* [Building Web App for Computer Vision Model & Deploying to Production in 10 Minutes\*: A Detailed Guide](https://towardsdatascience.com/building-web-app-for-computer-vision-model-deploying-to-production-in-10-minutes-a-detailed-ec6ac52ec7e4)
* [Deep Learning Web App by fastai v1 -Pierre Guillou - Medium](https://medium.com/@pierre_guillou/deep-learning-web-app-by-fastai-v1-3ab4c20b7cac)
* [10 New Things I Learnt from fast.ai v3 – Towards Data Science](https://towardsdatascience.com/10-new-things-i-learnt-from-fast-ai-v3-4d79c1f07e33)
* [Class and Method in 2 lines](https://pbs.twimg.com/media/D9oEBy1VUAA8jfa?format=jpg&name=large)
* [Matrix Multiplication — Part2 Lesson8 – Towards Data Science](https://towardsdatascience.com/matrix-multiplication-part2-lesson8-34c9b77855c4)
* [Announcing fast.ai part 1 now available as Kaggle Kernels](https://towardsdatascience.com/announcing-fast-ai-part-1-now-available-as-kaggle-kernels-8ef4ca3b9ce6)
* [Track and organize fastai experimentation process in Neptune](https://medium.com/neptune-ml/track-and-organize-fastai-experimentation-process-in-neptune-78ec8d6b18b0)
## Quizzes
* [Radek's Unofficial Fastai Quizzes](https://t.co/ad33OFMBYI?amp=1)
## TwiML :sparkle:
* [This Week in Machine Learning & AI - YouTube](https://www.youtube.com/channel/UC7kjWIK1H8tfmFlzZO-wHMw/playlists)
* [TWiMLAI x fast.ai Study group sign up page](https://twimlai.com/twiml-x-fast-ai/)
## Contribute :loudspeaker:
Head over to [guidelines](https://github.com/ucalyptus/awesome-fastai/blob/master/CONTRIBUTING.md)
or file an issue at [Issues](https://github.com/ucalyptus/awesome-fastai/issues/)