140 Open Source Fastai Software Projects

The fastai book, published as Jupyter Notebooks

The 3rd edition of course.fast.ai

Create delightful python projects using Jupyter Notebooks

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

Super easy library for BERT based NLP models

A site that displays up to date COVID-19 stats, powered by fastpages.

Temporary home for fastai v2 while it's being developed

Code For Medium Article: "How To Create Natural Language Semantic Search for Arbitrary Objects With Deep Learning"

:book: [译] fast.ai 机器学习和深度学习中文笔记

Pytorch NLP library based on FastAI

Python supercharged for the fastai library

Time series Timeseries Deep Learning Machine Learning Pytorch fastai | State-of-the-art Deep Learning library for Time Series and Sequences in Pytorch / fastai

The code to reproduce results from paper "MultiFiT: Efficient Multi-lingual Language Model Fine-tuning" https://arxiv.org/abs/1909.04761

Food detection and recommendation with deep learning

fastai V2 implementation of Timeseries classification papers.

中文ULMFiT 情感分析 文本分类

Starter app for fastai v3 model deployment on Render

A fast way to turn your python function into a script

FastAI PyTorch Serverless API (w/ AWS Lambda)

An API for identifying cougars v.s. bobcats v.s. other USA cat species

Some experiments with object detection in PyTorch

Docker environment for fast.ai Deep Learning Course 1 at http://course.fast.ai

Implementation of ULMFit algorithm for text classification via transfer learning

A list of extensions for the fastai library.

Plant Disease Detector Web Application

TensorDash is an application that lets you remotely monitor your deep learning model's metrics and notifies you when your model training is completed or crashed.

Deep Learning model to classify food (Web App)

Detecting cinema shot types using a ResNet-50

An Agnostic Computer Vision Framework - Pluggable to any Training Library: Fastai, Pytorch-Lightning with more to come

Kaggle | 21st place solution for TGS Salt Identification Challenge

Pretrain and finetune ELECTRA with fastai and huggingface. (Results of the paper replicated !)

Data science Python notebooks—a collection of Jupyter notebooks on machine learning, deep learning, statistical inference, data analysis and visualization.

:book: [译] fast.ai 数值线性代数讲义 v2

ML model serving app based on APIs

Use Unity to generate synthetic images for deep learning image segmentation in PyTorch and fastai

Time Series package for fastai v2

Docker images for fastai

Language Modeling and Text Classification in Malayalam Language using ULMFiT

Convolutional Neural Network for German Traffic Sign Recognition Benchmark

fast.ai starter kit for Google Landmark Retrieval 2019 challenge

Some notes, tutorials, and some experimentation with the fast.ai library (https://github.com/fastai/fastai)

:notebook: Notes for fast.ai courses: intro to ML, Practical DL and Cutting edge DL.

Image dataset from Instagram of people wearing medical masks, no mask, or a non-medical (DIY) mask

Fast.AI course complete docker container for Paperspace and Gradient

Tutorial on building and deploying a Mobile Deep Learning Classifier for food

Fast.AI course complete docker container for Paperspace and Gradient

ML-Powered Developer Tools, using Kubeflow

Indonesian Language Models and its Usage

Utils for fast.ai course

Code implementation of Data Efficient Stagewise Knowledge Distillation paper.

Deep learning computer vision for classifying wildlife in camera trap images

Serve FastAI models and get a web-based UI with a single line of code

Contains benchmarking and interpretability experiments on the Adult dataset using several libraries

Deploy your Flask web app classifier on Heroku which is written using fastai library.

Contents covered in sessions of AI Saturdays (cycle 2) as well as relevant material for further study.

FasterAI: A repository for making smaller and faster models with the FastAI library.

Kaggle Freesound Audio Tagging 2019 Competition Solution

Network Intrusion Detection System using Deep Learning Techniques

Fast.ai study sessions organized by MLT.

Documentation for fastai

Notebooks for Fastai Viusal Guide

A non-ending collection of jupyter notebooks

A collection of computer vision projects for Acute Lymphoblastic Leukemia classification/early detection.

sequence tagging for NER for ULMFiT

digging the endless treasures of fastai

1st place solution of Deep Learning Beginner Challenge

School of AI 北京

Genre Classification using Convolutional Neural Networks

A fastai/PyTorch package for unpaired image-to-image translation.

Implement Differentiable Architecture Search (DARTS) for RNN with fastai

Important Note fastrl version 2 is being developed at fastrl. Note the link in the readme

Language Model and Text Classification for German Language using Deep Learning

Trying the Ifood Challenge 2018

Deploy fastai models with Docker

Solution of Intel scene classification problem | 95.4 % Accuracy | 5th rank

ASL live classification using fastai library and opencv

Get Slack notifications while training FastAI models

FastAI Model Interpretation with LIME

Detecting skin cancer in encrypted images with TensorFlow

Integrate image and tabular data for deep learning

Kuzushiji Recognition Kaggle 2019. Build a DL model to transcribe ancient Kuzushiji into contemporary Japanese characters. Opening the door to a thousand years of Japanese culture.

👩‍🏫 Pre-trained German Language Model with sub-word tokenization for ULMFIT

🏃Notebooks from the USCF Deep Learning course (fast.ai v3)

Tensorflow, Pytorch, Huggingface Transformer, Fastai, etc. tutorial Colab Notebooks.

A Deep Convolutional Neural Network for Diabetic Retinopathy classification

collection of fastai resources: blog posts, twitter threads etc.

Predictions of long/short positions for FX trading done using state-of-the-art image recognition algorithms

🔊 Audio and fastai v2

Animal Identification with Deep Convolutional Neural Networks and fast.ai library

A study group for v4 of the fastai introduction to deep learning course with a focus on applications in GLAM settings

Colab Compatible FastAI notebooks for NLP and Computer Vision Datasets

Experiments to show the usage of deep learning to detect breast cancer from breast histopathology images

Deep learning based solution to automatically analyze medical images for malaria testing

Deep transfer learning-based skin cancer detection flask web app deployed on Heroku

The elegant integration of huggingface/nlp and fastai2 and handy transforms using pure huggingface/nlp

All of my Deep Learning experiments have been summarized in this repository.It includes Pytorch tutorials, SoTA Neural Network classification ,Time Series Analysis, Collaborative Filtering . Hope you find this interesting. Check out my blog where I've provided a detail walkthrough of this repository.

Whisp - Environmental Sound Classifier

Course Fast AI (http://course.fast.ai/start.html)