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The Top 23 Meta Learning Open Source Projects

Open source projects categorized as Meta Learning
Categories > Learning Resources > Meta Learning
Transferlearning ⭐ 12,494
Transfer learning / domain adaptation / domain generalization / multi-task learning etc. Papers, codes, datasets, applications, tutorials.-迁移学习
most recent commit 3 months ago
Auto Sklearn ⭐ 7,262
Automated Machine Learning with scikit-learn
dependent packages 24total releases 42most recent commit 4 months agopypi auto-sklearn} Downloads
Meta Learning Papers ⭐ 2,577
Meta Learning / Learning to Learn / One Shot Learning / Few Shot Learning
most recent commit 5 years ago
Learn2learn ⭐ 2,283
A PyTorch Library for Meta-learning Research
dependent packages 1total releases 19most recent commit 10 months agopypi learn2learn} Downloads
Pytorch Meta ⭐ 1,724
A collection of extensions and data-loaders for few-shot learning & meta-learning in PyTorch
total releases 28most recent commit a year ago
Fsl Mate ⭐ 1,611
FSL-Mate: A collection of resources for few-shot learning (FSL).
dependent packages 1total releases 3most recent commit 3 months agopypi paddlefsl} Downloads
Awesome Meta Learning ⭐ 917
A curated list of Meta Learning papers, code, books, blogs, videos, datasets and other resources.
most recent commit 3 years ago
Learningtocompare_fsl ⭐ 891
PyTorch code for CVPR 2018 paper: Learning to Compare: Relation Network for Few-Shot Learning (Few-Shot Learning part)
most recent commit 5 years ago
Awesome Papers Fewshot ⭐ 877
Collection for Few-shot Learning
most recent commit a year ago
Hands On Meta Learning With Python ⭐ 857
Learning to Learn using One-Shot Learning, MAML, Reptile, Meta-SGD and more with Tensorflow
most recent commit 3 years ago
Libfewshot ⭐ 771
LibFewShot: A Comprehensive Library for Few-shot Learning. TPAMI 2023.
most recent commit 3 months ago
Easy Few Shot Learning ⭐ 737
Ready-to-use code and tutorial notebooks to boost your way into few-shot learning for image classification.
total releases 10most recent commit 4 months ago
Meta Transfer Learning ⭐ 710
TensorFlow and PyTorch implementation of "Meta-Transfer Learning for Few-Shot Learning" (CVPR2019)
most recent commit a year ago
Meta Dataset ⭐ 679
A dataset of datasets for learning to learn from few examples
most recent commit a year ago
Awesome Automl And Lightweight Models ⭐ 647
A list of high-quality (newest) AutoML works and lightweight models including 1.) Neural Architecture Search, 2.) Lightweight Structures, 3.) Model Compression, Quantization and Acceleration, 4.) Hyperparameter Optimization, 5.) Automated Feature Engineering.
most recent commit 4 years ago
Pytorch Maml Rl ⭐ 645
Reinforcement Learning with Model-Agnostic Meta-Learning in Pytorch
most recent commit 2 years ago
Mlsh ⭐ 520
Code for the paper "Meta-Learning Shared Hierarchies"
most recent commit 5 years ago
Few Shot ⭐ 520
Repository for few-shot learning machine learning projects
most recent commit 4 years ago
Awesome Federated Learning ⭐ 482
All materials you need for Federated Learning: blogs, videos, papers, and softwares, etc.
most recent commit a year ago
Metaoptnet ⭐ 480
Meta-Learning with Differentiable Convex Optimization (CVPR 2019 Oral)
most recent commit a year ago
Cfnet ⭐ 474
[CVPR'17] Training a Correlation Filter end-to-end allows lightweight networks of 2 layers (600 kB) to high performance at fast speed..
most recent commit 6 years ago
Torchopt ⭐ 460
TorchOpt is an efficient library for differentiable optimization built upon PyTorch.
dependent packages 2total releases 14most recent commit 4 months agopypi torchopt} Downloads
Pykale ⭐ 415
Knowledge-Aware machine LEarning (KALE): accessible machine learning from multiple sources for interdisciplinary research, part of the 🔥PyTorch ecosystem. ⭐ Star to support our work!
total releases 12most recent commit 3 months ago
The 10 Most Depended On Meta Learning Open Source Projects
Openml Python ⭐ 272
Python module to interface with OpenML
dependent packages 44total releases 13latest release July 20, 2023most recent commit 3 months agopypi openml} Downloads
Auto Sklearn ⭐ 7,262
Automated Machine Learning with scikit-learn
dependent packages 24total releases 42latest release September 20, 2022most recent commit 4 months agopypi auto-sklearn} Downloads
Pyglove ⭐ 311
Manipulating Python Programs
dependent packages 5total releases 480latest release December 12, 2023most recent commit 4 months agopypi pyglove} Downloads
Pymfe ⭐ 116
Python Meta-Feature Extractor package.
dependent packages 3total releases 11latest release July 07, 2020most recent commit 4 months agopypi pymfe} Downloads
Torchopt ⭐ 460
TorchOpt is an efficient library for differentiable optimization built upon PyTorch.
dependent packages 2total releases 14latest release November 10, 2023most recent commit 4 months agopypi torchopt} Downloads
Metagym ⭐ 225
Collection of Reinforcement Learning / Meta Reinforcement Learning Environments.
dependent packages 1total releases 10latest release June 16, 2022most recent commit a year agopypi metagym} Downloads
Learn2learn ⭐ 2,283
A PyTorch Library for Meta-learning Research
dependent packages 1total releases 19latest release February 10, 2022most recent commit 10 months agopypi learn2learn} Downloads
Neuralprocesses ⭐ 60
A framework for composing Neural Processes in Python
dependent packages 1total releases 18latest release July 30, 2023most recent commit 3 months agopypi neuralprocesses} Downloads
Fsl Mate ⭐ 1,611
FSL-Mate: A collection of resources for few-shot learning (FSL).
dependent packages 1total releases 3latest release April 02, 2022most recent commit 3 months agopypi paddlefsl} Downloads
Arelu ⭐ 58
AReLU: Attention-based-Rectified-Linear-Unit
dependent packages 1total releases 1latest release January 23, 2021most recent commit 3 years agopypi activations} Downloads
The 10 Latest Releases In Meta Learning Open Source Projects
Pyglove ⭐ 311
Manipulating Python Programs
dependent packages 5total releases 480latest release December 12, 2023most recent commit 4 months agopypi pyglove} Downloads
Tasksource ⭐ 103
Datasets collection and standardization preprocessings for NLP extreme multitask learning
dependent packages 1total releases 40latest release December 06, 2023most recent commit 3 months agopypi tasksource} Downloads
Torchopt ⭐ 460
TorchOpt is an efficient library for differentiable optimization built upon PyTorch.
dependent packages 2total releases 14latest release November 10, 2023most recent commit 4 months agopypi torchopt} Downloads
Redco ⭐ 35
MLSys Workshop NeurIPS 2023 - Redco: A Lightweight Tool to Automate Distributed Training and Inference
total releases 11latest release November 08, 2023most recent commit 4 months ago
Betty ⭐ 316
Betty: an automatic differentiation library for generalized meta-learning and multilevel optimization
total releases 9latest release October 12, 2023most recent commit 3 months ago
Neuralprocesses ⭐ 60
A framework for composing Neural Processes in Python
dependent packages 1total releases 18latest release July 30, 2023most recent commit 3 months agopypi neuralprocesses} Downloads
Openml Python ⭐ 272
Python module to interface with OpenML
dependent packages 44total releases 13latest release July 20, 2023most recent commit 3 months agopypi openml} Downloads
Metats ⭐ 25
MetaTS | Time Series Forecasting using Meta Learning
total releases 3latest release March 30, 2023most recent commit 7 months ago
Metann ⭐ 32
MetaModule provides extensions of PyTorch Module for meta learning
total releases 20latest release December 16, 2022most recent commit a year ago
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