fastai/course22

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fastai/course22

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The fast.ai course notebooks

course.fast.ai

This is where you'll find the notebooks, slides, and spreadsheets for the 2022 edition of Practical Deep Learning for Coders. See course.fast.ai for the lessons.

What's here

Repo root: notebooks
clean folder: notebooks without prose or outputs
xl: Excel spreadsheets
slides: Jeremy's slide decks
tools: Ignore (tools for creating this repo)
getting-started-with-codespaces: A document to help run the notebooks in a GitHub Codespace

fastai

The fastai deep learning library

Jupyter Notebook

fastbook

The fastai book, published as Jupyter Notebooks

Jupyter Notebook

numerical-linear-algebra

Free online textbook of Jupyter notebooks for fast.ai Computational Linear Algebra course

Jupyter Notebook

courses

fast.ai Courses

Jupyter Notebook

course-v3

The 3rd edition of course.fast.ai

Jupyter Notebook

nbdev

Create delightful software with Jupyter Notebooks

Jupyter Notebook

fastpages

An easy to use blogging platform, with enhanced support for Jupyter Notebooks.

Jupyter Notebook

course-nlp

A Code-First Introduction to NLP course

Jupyter Notebook

lm-hackers

Hackers' Guide to Language Models

Jupyter Notebook

fastprogress

Simple and flexible progress bar for Jupyter Notebook and console

Jupyter Notebook

fastcore

Python supercharged for the fastai library

Jupyter Notebook

imagenette

A smaller subset of 10 easily classified classes from Imagenet, and a little more French

Jupyter Notebook

course20

Deep Learning for Coders, 2020, the website

Jupyter Notebook

fastai2

Temporary home for fastai v2 while it's being developed

Jupyter Notebook

fastai_dev

fast.ai early development experiments

Jupyter Notebook

diffusion-nbs

Getting started with diffusion

Jupyter Notebook

ghapi

A delightful and complete interface to GitHub's amazing API

Jupyter Notebook

course22p2

course.fast.ai 2022 part 2

Jupyter Notebook

swiftai

Swift for TensorFlow's high-level API, modeled after fastai

Jupyter Notebook

course-v4

Please use fastbook's /clean folder instead of this

imagenet-fast

nbdev_template

Template for nbdev projects

timmdocs

Documentation for Ross Wightman's timm image model library

Jupyter Notebook

numerical-linear-algebra-v2

Jupyter Notebooks for Computational Linear Algebra course, taught summer 2018 in USF MSDS program

Jupyter Notebook

fast_template

A template for really easy blogging with GitHub Pages

fastdoc

Create publication-quality books from Jupyter notebooks

Jupyter Notebook

fastsetup

Setup all the things

fastdiffusion

Notes and plans for fastdiffusion course

Jupyter Notebook

fastai_old

OLD REPO - PLEASE USE fastai/fastai

Jupyter Notebook

docker-containers

Docker images for fastai

book_nbs

Notebooks for upcoming fastai book (draft / incomplete)

Jupyter Notebook

fastscript

A fast way to turn your python function into a script

word-embeddings-workshop

This contains materials for the word embeddings workshop

fastec2

AWS EC2 computer management for regular folks

execnb

Execute a jupyter notebook, fast, without needing jupyter

Jupyter Notebook

fastai1

v1 of the fastai library. v2 is the current version. v1 is still supported for bug fixes, but will not receive new features.

Jupyter Notebook

tf-fit

Fit your tensorflow model using fastai and PyTorch

fastgpu

A queue service for quickly developing scripts that use all your GPUs efficiently

Jupyter Notebook

fastsql1

A bit of extra usability for sqlalchemy v2.

Jupyter Notebook

nbdev-template

book.fast.ai

Information for readers of the fastai book

Jupyter Notebook

fastdot

A simple wrapper over `pydot` and `graphviz` which fixes some sharp edges

Jupyter Notebook

fastkaggle

Kaggling for fast kagglers!

Jupyter Notebook

nbprocess-old

Process and export Jupyter Notebooks fast (Jupyter not required)

Jupyter Notebook

randomized-SVD

demos for PyBay talk: Using Randomness to make code faster

Jupyter Notebook

fastai3

Research repo for code that may or may not end up in fastai3

Jupyter Notebook

pypi_template

A minimal template for creating a pypi package

fastbook2e

The fastai book, 2nd edition (in progress)

Jupyter Notebook

fastdownload

Easily download, verify, and extract archives

Jupyter Notebook

course22-web

Website for Practical Deep Learning for Coders 2022

Jupyter Notebook

fastforest

A forest that is fast

dotfiles

nbdev-vscode

bear_voila

Demo bear classifier with fastai and Voila

Jupyter Notebook

workflows

Composite Actions workflows for use in fastai projects

tinykernel

A minimal Python kernel so you can run Python in your Python

wireguard-fast

Simplified installation of WireGuard server for Ubuntu

minai

A miniture AI training framework for PyTorch

Jupyter Notebook

tinypets

Minimal JS interface to an image classifer

fastai-nbstripout

much faster nbstripout and autotrust notebooks local git configuration

fastai-docs

Documentation for fastai

pagegraph

Draw, modify, and execute graphs using a simple python dict interface

Jupyter Notebook

masks4all

Make your own mask. My mask protects you. Your mask protects me.

Jupyter Notebook

apl-study

fast.ai APL study group notes

Jupyter Notebook

fastconda

Get packages onto your conda channel faster

Jupyter Notebook

git-tools

Tools to make git easier to use and to avoid the learning curve

tweetrel

Use GitHub Actions to send a tweet when you make a new release

Jupyter Notebook

fastcgi

A fastcgi handler for Python's `socketserver` classes

Jupyter Notebook

fastrelease

DEPRECATED--all functionality moved to nbdev

Jupyter Notebook

fastpy

An easy way to start a python programming environment using GitHub Codespaces.

paperspace-setup

Setup a paperspace instance for fastai

ethics.fast.ai

The fast.ai data ethics course

Jupyter Notebook

fastcups

jupytercon-2023

Materials for "Write, Document, Test and Distribute Python Packages With Jupyter & Quarto", JupyterCon 2023.

Jupyter Notebook

fastlinkcheck

Check local static links and online links fast and in parallel

Jupyter Notebook

nbdev-index

nbdev docs lookup for a few libraries and python itself

dlcert2

Web site source for Practical Deep Learning for Coders (2018)

Jupyter Notebook

Str8Pix

find the optimal rotation to correct skewed photos

Jupyter Notebook

dlcert1

Deep learning certificate part 1

cards_deck

A minimal example of nbdev based on Allen Downey's Think Python 2nd Ed

Jupyter Notebook

docments

Document parameters using comments

nbdev2

Temporary repo for nbdev2

Jupyter Notebook

spacy_conda

conda packages for spacy and deps

hugo-mathjax

Hugo with goldmark-mathjax

Jupyter Notebook

fastwebhook

A simple GitHub webhook server

Jupyter Notebook

wandbfastai

Jupyter Notebook

nbeverything

nbdev-jekyll-theme

nbdev_cards

A sample of how to create a deck of cards lib using nbdev

Jupyter Notebook

nbdev-demo

getcaddy

Simple approach to getting the Caddy web server

nbdev-spaces-demo

A demo of how to create a Hugging Face Space with gradio within a nbdev project.

Jupyter Notebook

fastdispatch

Wrapper for plum dispatch to make it more compatible with fastcore's typedispatch

Jupyter Notebook

tanishq_blog

docs

ghtop-demo

A CLI tool for showing GitHub events, written with Rich

Jupyter Notebook

logos

Logos for fastai for use in websites, icons, etc.

jb-nbdev

Exploring how nbdev may integrate with JupyterBook

Jupyter Notebook

nbdev-hello-world

Hello world from nbdev

conda-recipes

Recipes for non-fastai projects that fastai provides packages for.