The Top 1,034 Transfer Learning Open Source Projects on Github

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The Top 1,034 Transfer Learning Open Source Projects on Github

Categories > Machine Learning > Transfer Learning

Transferlearning ⭐ 8,310

Transfer learning / domain adaptation / domain generalization / multi-task learning etc. Papers, codes, datasets, applications, tutorials.-迁移学习

Autogluon ⭐ 3,834

AutoGluon: AutoML for Text, Image, and Tabular Data

Awesome Domain Adaptation ⭐ 3,310

A collection of AWESOME things about domian adaptation

A library for transfer learning by reusing parts of TensorFlow models.

Haystack ⭐ 2,739

🔍 Haystack is an open source NLP framework that leverages Transformer models. It enables developers to implement production-ready neural search, question answering, semantic document search and summarization for a wide range of applications.

Face.evolve ⭐ 2,573

🔥🔥High-Performance Face Recognition Library on PaddlePaddle & PyTorch🔥🔥

Kashgari ⭐ 2,141

Kashgari is a production-level NLP Transfer learning framework built on top of tf.keras for text-labeling and text-classification, includes Word2Vec, BERT, and GPT2 Language Embedding.

Transferlearning Tutorial ⭐ 1,945

《迁移学习简明手册》LaTex源码

Machinelearning ⭐ 1,433

一些关于机器学习的学习资料与研究介绍

Awesome Transfer Learning ⭐ 1,429

Best transfer learning and domain adaptation resources (papers, tutorials, datasets, etc.)

🏡 Fast & easy transfer learning for NLP. Harvesting language models for the industry. Focus on Question Answering.

Jiant ⭐ 1,341

jiant is an nlp toolkit

Transfer Learning Conv Ai ⭐ 1,315

🦄 State-of-the-Art Conversational AI with Transfer Learning

Big_transfer ⭐ 1,228

Official repository for the "Big Transfer (BiT): General Visual Representation Learning" paper.

Awesome Knowledge Distillation ⭐ 1,193

Awesome Knowledge-Distillation. 分类整理的知识蒸馏paper(2014-2021)。

Densedepth ⭐ 1,153

High Quality Monocular Depth Estimation via Transfer Learning

Transfer Learning Library ⭐ 1,152

Transfer Learning Library for Domain Adaptation, Task Adaptation, and Domain Generalization

Awesome Federated Learning ⭐ 1,055

Federated Learning Library: https://fedml.ai

Spacy Transformers ⭐ 1,050

🛸 Use pretrained transformers like BERT, XLNet and GPT-2 in spaCy

Bert_language_understanding ⭐ 886

Pre-training of Deep Bidirectional Transformers for Language Understanding: pre-train TextCNN

Getting Things Done With Pytorch ⭐ 873

Jupyter Notebook tutorials on solving real-world problems with Machine Learning & Deep Learning using PyTorch. Topics: Face detection with Detectron 2, Time Series anomaly detection with LSTM Autoencoders, Object Detection with YOLO v5, Build your first Neural Network, Time Series forecasting for Coronavirus daily cases, Sentiment Analysis with BERT.

Bert Keras ⭐ 802

Keras implementation of BERT with pre-trained weights

Flow Forecast ⭐ 771

Deep learning PyTorch library for time series forecasting, classification, and anomaly detection (originally for flood forecasting).

Tensorflow 101 ⭐ 733

TensorFlow 101: Introduction to Deep Learning for Python Within TensorFlow

Easytransfer ⭐ 706

EasyTransfer is designed to make the development of transfer learning in NLP applications easier.

Deepdrive ⭐ 683

Deepdrive is a simulator that allows anyone with a PC to push the state-of-the-art in self-driving

Awesome Bert Nlp ⭐ 642

A curated list of NLP resources focused on BERT, attention mechanism, Transformer networks, and transfer learning.

Naacl_transfer_learning_tutorial ⭐ 621

Repository of code for the tutorial on Transfer Learning in NLP held at NAACL 2019 in Minneapolis, MN, USA

Cutmix Pytorch ⭐ 611

Official Pytorch implementation of CutMix regularizer

Awesome Contrastive Self Supervised Learning ⭐ 590

A comprehensive list of awesome contrastive self-supervised learning papers.

Trainyourownyolo ⭐ 508

Train a state-of-the-art yolov3 object detector from scratch!

Modelsgenesis ⭐ 505

Official Keras & PyTorch Implementation and Pre-trained Models for Models Genesis - MICCAI 2019

Video Classification ⭐ 498

Tutorial for video classification/ action recognition using 3D CNN/ CNN+RNN on UCF101

Meta Transfer Learning ⭐ 496

TensorFlow and PyTorch implementation of "Meta-Transfer Learning for Few-Shot Learning" (CVPR2019)

Transfer Learning Library

Official Pytorch implementation of ReXNet (Rank eXpansion Network) with pretrained models

Nlp Paper ⭐ 381

Multitask Learning ⭐ 374

Awesome Multitask Learning Resources

Amazon Forest Computer Vision ⭐ 353

Amazon Forest Computer Vision: Satellite Image tagging code using PyTorch / Keras with lots of PyTorch tricks

Ner Bert ⭐ 345

BERT-NER (nert-bert) with google bert https://github.com/google-research.

Assembled Cnn ⭐ 311

Tensorflow implementation of "Compounding the Performance Improvements of Assembled Techniques in a Convolutional Neural Network"

Knowledge-Aware machine LEarning (KALE): accessible machine learning from multiple sources for interdisciplinary research, part of the 🔥PyTorch ecosystem

Abstractive Summarization With Transfer Learning ⭐ 301

Abstractive summarisation using Bert as encoder and Transformer Decoder

Fast Pytorch ⭐ 299

Pytorch Tutorial, Pytorch with Google Colab, Pytorch Implementations: CNN, RNN, DCGAN, Transfer Learning, Chatbot, Pytorch Sample Codes

HE —— “信息熵减机系统”

Xvision ⭐ 294

Chest Xray image analysis using Deep learning !

Transfer Nlp ⭐ 281

NLP library designed for reproducible experimentation management

Finetuner ⭐ 272

Finetuning any DNN for better embedding on neural search tasks

Seg Uncertainty ⭐ 270

IJCAI2020 & IJCV 2021 🌇 Unsupervised Scene Adaptation with Memory Regularization in vivo

Artificio ⭐ 269

Deep Learning Computer Vision Algorithms for Real-World Use

Deepfake Detection ⭐ 262

Towards deepfake detection that actually works

A PyTorch implementation of "Graph Classification Using Structural Attention" (KDD 2018).

( CVPR2019 Oral ) Taking A Closer Look at Domain Shift: Category-level Adversaries for Semantics Consistent Domain Adaptation

Complete Life Cycle Of A Data Science Project ⭐ 231

Complete-Life-Cycle-of-a-Data-Science-Project

Bigdata18 ⭐ 230

Transfer learning for time series classification

Transfer_learning_tutorial ⭐ 226

A guide to transfer learning with inception-resnet-v2.

Learning to Cluster. A deep clustering strategy.

code of Towards Discriminability and Diversity: Batch Nuclear-norm Maximization under Label Insufficient Situations (CVPR2020 oral)

Transfer Learning library for Deep Neural Networks.

Retrieval 2017 Cam ⭐ 206

Class-Weighted Convolutional Features for Image Retrieval (BMVC 2017)

Pytorch Nlp Notebooks ⭐ 199

Learn how to use PyTorch to solve some common NLP problems with deep learning.

Accel Brain Code ⭐ 198

The purpose of this repository is to make prototypes as case study in the context of proof of concept(PoC) and research and development(R&D) that I have written in my website. The main research topics are Auto-Encoders in relation to the representation learning, the statistical machine learning for energy-based models, adversarial generation networks(GANs), Deep Reinforcement Learning such as Deep Q-Networks, semi-supervised learning, and neural network language model for natural language processing.

Freezed ⭐ 197

Freeze the Discriminator: a Simple Baseline for Fine-Tuning GANs (CVPRW 2020)

Chinese_ulmfit ⭐ 188

中文ULMFiT 情感分析文本分类

Transfer Learning Suite ⭐ 185

Transfer Learning Suite in Keras. Perform transfer learning using any built-in Keras image classification model easily!

Imageatm ⭐ 179

Image classification for everyone.

Deeppicar ⭐ 176

Deep Learning Autonomous Car based on Raspberry Pi, SunFounder PiCar-V Kit, TensorFlow, and Google's EdgeTPU Co-Processor

Backprop ⭐ 173

Backprop makes it simple to use, finetune, and deploy state-of-the-art ML models.

Galaxy Image Classifier Tensorflow ⭐ 170

Classify whether an image is of a Spiral or an Elliptical Galaxy using Transfer Learning (Tensorflow)

Pytorch Retraining ⭐ 169

Transfer Learning Shootout for PyTorch's model zoo (torchvision)

Image_keras ⭐ 161

Building an image classifier using keras

Code release of "Learning Transferable Features with Deep Adaptation Networks" (ICML 2015)

Sigir2020_peterrec ⭐ 144

Parameter-Efficient Transfer from Sequential Behaviors for User Modeling and Recommendation

Tldr Transformers ⭐ 144

The "tl;dr" on a few notable transformer papers.

Transfer Learning Materials ⭐ 140

resource collection for transfer learning!

Cvpr18 Inaturalist Transfer ⭐ 139

Large Scale Fine-Grained Categorization and Domain-Specific Transfer Learning. CVPR 2018

code released for our ICML 2020 paper "Do We Really Need to Access the Source Data? Source Hypothesis Transfer for Unsupervised Domain Adaptation"

Reinvent ⭐ 139

Mk Tfjs ⭐ 132

Play MK.js with TensorFlow.js

Learn To Select Data ⭐ 131

Code for Learning to select data for transfer learning with Bayesian Optimization

Pytorch_classifiers ⭐ 123

Almost any Image classification problem using pytorch

Transfer Learning Anime ⭐ 121

Transfer Learning for Anime Characters Recognition

Helix_theory ⭐ 119

theory of helix—— “熵减机理论（可用来构建信息熵减机、及自然演化熵减机系统等）”

Sluice Networks ⭐ 119

Code for Sluice networks: Learning what to share between loosely related tasks

Bert Sklearn ⭐ 119

a sklearn wrapper for Google's BERT model

Laserembeddings ⭐ 117

LASER multilingual sentence embeddings as a pip package

Keras_transfer_cifar10 ⭐ 116

Object classification with CIFAR-10 using transfer learning

Dogbreed_gluon ⭐ 115

kaggle Dog Breed Identification

Awesome Computer Vision ⭐ 115

Awesome Resources for Advanced Computer Vision Topics

Snca.pytorch ⭐ 115

Improving Generalization via Scalable Neighborhood Component Analysis

Opentpod ⭐ 110

Open Toolkit for Painless Object Detection

Image_classifier ⭐ 107

CNN image classifier implemented in Keras Notebook 🖼️.

Sru Deeplearning Workshop ⭐ 105

دوره 12 ساعته یادگیری عمیق با چارچوب Keras

Causalworld ⭐ 102

CausalWorld: A Robotic Manipulation Benchmark for Causal Structure and Transfer Learning

Tamnun Ml ⭐ 100

An easy to use open-source library for advanced Deep Learning and Natural Language Processing

Nlp De Cero A Cien ⭐ 99

Curso práctico: NLP de cero a cien 🤗

Tensorflow Implementation of PathNet: Evolution Channels Gradient Descent in Super Neural Networks

Ulm Basenet ⭐ 97

Implementation of ULMFit algorithm for text classification via transfer learning

Imagenet ⭐ 97

Pytorch Imagenet Models Example + Transfer Learning (and fine-tuning)

Sparsezoo ⭐ 96

Neural network model repository for highly sparse and sparse-quantized models with matching sparsification recipes

1-100 of 1,034 projects

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Advertising 📦 9

Application Programming Interfaces 📦 120

Applications 📦 181

Artificial Intelligence 📦 72

Blockchain 📦 70

Build Tools 📦 111

Cloud Computing 📦 79

Code Quality 📦 28

Collaboration 📦 30

Command Line Interface 📦 48

Community 📦 81

Companies 📦 60

Compilers 📦 60

Computer Science 📦 74

Configuration Management 📦 39

Content Management 📦 167

Control Flow 📦 197

Data Formats 📦 77

Data Processing 📦 266

Data Storage 📦 132

Economics 📦 60

Frameworks 📦 198

Graphics 📦 103

Hardware 📦 148

Integrated Development Environments 📦 47

Learning Resources 📦 147

Libraries 📦 119

Lists Of Projects 📦 21

Machine Learning 📦 336

Mapping 📦 61

Marketing 📦 15

Mathematics 📦 55

Messaging 📦 97

Networking 📦 304

Operating Systems 📦 84

Operations 📦 120

Package Managers 📦 52

Programming Languages 📦 229

Runtime Environments 📦 96

Science 📦 42

Security 📦 375

Social Media 📦 26

Software Architecture 📦 70

Software Development 📦 68

Software Performance 📦 57

Software Quality 📦 127

Text Editors 📦 45

Text Processing 📦 131

User Interface 📦 310

User Interface Components 📦 465

Version Control 📦 29

Virtualization 📦 68

Web Browsers 📦 38

Web Servers 📦 25

Web User Interface 📦 194

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