140 Open Source Fastai Software Projects

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

Fast.AI course complete docker container for Paperspace and Gradient

Food detection and recommendation with deep learning

Convolutional Neural Network for German Traffic Sign Recognition Benchmark

Pytorch NLP library based on FastAI

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

Trying the Ifood Challenge 2018

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

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.

FastAI PyTorch Serverless API (w/ AWS Lambda)

Language Model and Text Classification for German Language using Deep Learning

Utils for fast.ai course

Implementation of ULMFit algorithm for text classification via transfer learning

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

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

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

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

sequence tagging for NER for ULMFiT

Indonesian Language Models and its Usage

1st place solution of Deep Learning Beginner Challenge

Deep learning computer vision for classifying wildlife in camera trap images

:book: [译] fast.ai 数值线性代数讲义 v2

The 3rd edition of course.fast.ai

:book: [译] fast.ai 机器学习和深度学习中文笔记

Kaggle | 21st place solution for TGS Salt Identification Challenge

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

A non-ending collection of jupyter notebooks

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

ML model serving app based on APIs

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

Deep Learning model to classify food (Web App)

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

ASL live classification using fastai library and opencv

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

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

Genre Classification using Convolutional Neural Networks

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

Colab Compatible FastAI notebooks for NLP and Computer Vision Datasets

中文ULMFiT 情感分析 文本分类

FastAI Model Interpretation with LIME

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

Some experiments with object detection in PyTorch

Starter app for fastai v3 model deployment on Render

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

Language Modeling and Text Classification in Malayalam Language using ULMFiT

Fast.AI course complete docker container for Paperspace and Gradient

Whisp - Environmental Sound Classifier

Fast.ai study sessions organized by MLT.

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

digging the endless treasures of fastai

A Deep Convolutional Neural Network for Diabetic Retinopathy classification

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

Get Slack notifications while training FastAI models

Implement Differentiable Architecture Search (DARTS) for RNN with fastai

fast.ai starter kit for Google Landmark Retrieval 2019 challenge

Super easy library for BERT based NLP models

School of AI 北京

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

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

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

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

Detecting skin cancer in encrypted images with TensorFlow

Network Intrusion Detection System using Deep Learning Techniques

Kaggle Freesound Audio Tagging 2019 Competition Solution

ML-Powered Developer Tools, using Kubeflow

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

Detecting cinema shot types using a ResNet-50

Code implementation of Data Efficient Stagewise Knowledge Distillation paper.

Plant Disease Detector Web Application

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

fastai V2 implementation of Timeseries classification papers.

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

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.

Create delightful python projects using Jupyter Notebooks

A fast way to turn your python function into a script

Temporary home for fastai v2 while it's being developed

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

Python supercharged for the fastai library

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.

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

A list of extensions for the fastai library.

Time Series package for fastai v2

The fastai book, published as Jupyter Notebooks

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

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

Deploy fastai models with Docker

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

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

Notebooks for Fastai Viusal Guide

Integrate image and tabular data for deep learning

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

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

Documentation for fastai

Docker images for fastai

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

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

🔊 Audio and fastai v2

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