Top 17 meta-learning Open-Source Projects

• transferlearning

  1 12,841 7.6 Python

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

• auto-sklearn

  3 7,403 1.8 Python

  Automated Machine Learning with scikit-learn

  

• InfluxDB

  www.influxdata.com sponsored

  Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.

  

• learn2learn

  2 2,536 5.3 Python

  A PyTorch Library for Meta-learning Research

  

• FSL-Mate

  1 1,640 4.8 Python

  FSL-Mate: A collection of resources for few-shot learning (FSL).

• Papers-in-100-Lines-of-Code

  3 577 7.0 Python

  Implementation of papers in 100 lines of code.

Project mention: How do I run this code from Papers in 100 lines of code? | /r/NeuralRadianceFields | 2023-09-22

I wanted to try the some code written by Maxime Vandegar https://github.com/MaximeVandegar/Papers-in-100-Lines-of-Code/tree/main/KiloNeRF_Speeding_up_Neural_Radiance_Fields_with_Thousands_of_Tiny_MLPs

• torchopt

  1 496 7.1 Python

  TorchOpt is an efficient library for differentiable optimization built upon PyTorch.

  

• pykale

  2 427 9.4 Python

  Knowledge-Aware machine LEarning (KALE): accessible machine learning from multiple sources for interdisciplinary research, part of the 🔥PyTorch ecosystem. ⭐ Star to support our work!

  

• WorkOS

  workos.com sponsored

  The modern identity platform for B2B SaaS. The APIs are flexible and easy-to-use, supporting authentication, user identity, and complex enterprise features like SSO and SCIM provisioning.

  

• pyglove

  3 320 8.4 Python

  Manipulating Python Programs

  

• Open-L2O

  1 248 2.6 C++

  Open-L2O: A Comprehensive and Reproducible Benchmark for Learning to Optimize Algorithms

  

• looper

  2 235 7.3

  A resource list for causality in statistics, data science and physics

Project mention: A resource list for causality in statistics, data science and physics | news.ycombinator.com | 2023-09-02

• Meta-SelfLearning

  1 197 0.0 Python

  Meta Self-learning for Multi-Source Domain Adaptation： A Benchmark

• deep-kernel-transfer

  1 190 10.0 Python

  Official pytorch implementation of the paper "Bayesian Meta-Learning for the Few-Shot Setting via Deep Kernels" (NeurIPS 2020)

  

• tasksource

  3 119 7.8 Python

  Datasets collection and standardization preprocessings for NLP extreme multitask learning

Project mention: [D] What are notable advances in NLU? | /r/MachineLearning | 2023-05-19

Technically, BERT (bert-base) is not sota anymore. deberta+MTT-DNN (multi-task learning on many datasets) https://ibm.github.io/model-recycling/ is arguably sota.

• awesome-artificial-intelligence-research

  1 112 0.0

  A curated list of Artificial Intelligence (AI) Research, tracks the cutting edge trending of AI research, including recommender systems, computer vision, machine learning, etc.

• Awesome-ComputerVision

  6 98 1.3 Python

  Awesome-ComputerVision

• ORBIT-Dataset

  2 85 0.0 Python

  The ORBIT dataset is a collection of videos of objects in clean and cluttered scenes recorded by people who are blind/low-vision on a mobile phone. The dataset is presented with a teachable object recognition benchmark task which aims to drive few-shot learning on challenging real-world data.

  

• Meta-SAC

  1 28 0.0 Python

  Auto-tune the Entropy Temperature of Soft Actor-Critic via Metagradient - 7th ICML AutoML workshop 2020

• SaaSHub

  www.saashub.com sponsored

  SaaSHub - Software Alternatives and Reviews. SaaSHub helps you find the best software and product alternatives

  

meta-learning related posts

• PyGlove: Manipulating Python Programs
  1 project | news.ycombinator.com | 13 Feb 2023
• 🔥 Google Research Introduces An Extension of PyGlove: A General Purpose Python Library That Can Now Easily And Scalably Share Machine Learning Ideas As Code
  1 project | /r/machinelearningnews | 8 Feb 2023
• is the reproducibility of omniglot completely broken in l2l?
  1 project | /r/pytorch | 13 Oct 2022
• Domain adaptation text recognition/OCR dataset (MSDA) and benchmark: Multi-source domain adaptation dataset for text recognition
  1 project | /r/u_Mammoth_Grade_6875 | 27 Sep 2021
• Awesome-Artificial-Intelligence-Research curated lists
  1 project | /r/MachineLearning | 24 May 2021
• Few-Shot Learning
  1 project | /r/computervision | 7 Mar 2021
• A note from our sponsor - WorkOS
  workos.com | 26 Apr 2024

  The APIs are flexible and easy-to-use, supporting authentication, user identity, and complex enterprise features like SSO and SCIM provisioning. Learn more →

Index

Sponsored

SaaSHub - Software Alternatives and Reviews

SaaSHub helps you find the best software and product alternatives

www.saashub.com