Top 22 few-shot-learning Open-Source Projects

• transferlearning

  1 12,880 7.8 Python

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

• awesome-domain-adaptation

  1 4,898 6.0

  A collection of AWESOME things about domian adaptation

• InfluxDB

  www.influxdata.com featured

  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.

  

• Awesome-Prompt-Engineering

  9 3,212 5.8 Python

  This repository contains a hand-curated resources for Prompt Engineering with a focus on Generative Pre-trained Transformer (GPT), ChatGPT, PaLM etc

  

Project mention: AI lessons | /r/ChatGPT | 2023-05-09

Yes, there are a lot of different resources online, especially for generative AI. The Awesome Prompt Engineering github is probably a good place to start https://github.com/promptslab/Awesome-Prompt-Engineering. If you're focusing directly on OpenAI's models then the OpenAI Prompt Engineering Guide would be my recommendation https://help.openai.com/en/articles/6654000-best-practices-for-prompt-engineering-with-openai-api.

• setfit

  13 1,990 9.2 Jupyter Notebook

  Efficient few-shot learning with Sentence Transformers

  

Project mention: FLaNK Stack 05 Feb 2024 | dev.to | 2024-02-05

• FSL-Mate

  1 1,645 4.8 Python

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

• finetuner

  36 1,427 5.5 Python

  :dart: Task-oriented embedding tuning for BERT, CLIP, etc.

  

• Hands-On-Meta-Learning-With-Python

  2 1,123 0.0 Jupyter Notebook

  Learning to Learn using One-Shot Learning, MAML, Reptile, Meta-SGD and more with Tensorflow

• SaaSHub

  www.saashub.com featured

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• test

  9 946 2.5 Python

  Measuring Massive Multitask Language Understanding | ICLR 2021

Project mention: Measuring Multitask Language Understanding | news.ycombinator.com | 2024-04-20

• mmfewshot

  2 660 0.0 Python

  OpenMMLab FewShot Learning Toolbox and Benchmark

  

• self-refine

  8 488 7.9 Python

  LLMs can generate feedback on their work, use it to improve the output, and repeat this process iteratively.

Project mention: Self-Refine: Iterative Refinement with Self-Feedback | news.ycombinator.com | 2023-11-23

• pal

  4 436 3.1 Python

  PaL: Program-Aided Language Models (ICML 2023) (by reasoning-machines)

  

• HugNLP

  3 370 7.6 Python

  CIKM2023 Best Demo Paper Award. HugNLP is a unified and comprehensive NLP library based on HuggingFace Transformer. Please hugging for NLP now!😊 (by HugAILab)

  

• memprompt

  4 320 1.7 Python

  A method to fix GPT-3 after deployment with user feedback, without re-training.

• zshot

  2 320 6.6 Python

  Zero and Few shot named entity & relationships recognition

  

Project mention: A transformer-based method for zero and few-shot biomedical NER | news.ycombinator.com | 2023-05-12

• HugNLP

  2 247 7.3 Python

  HugNLP is a unified and comprehensive NLP library based on HuggingFace Transformer. Please hugging for NLP now!😊 HugNLP will released to @HugAILab

• LAMP

  2 223 7.5 Python

  Official implement code of LAMP: Learn a Motion Pattern by Few-Shot Tuning a Text-to-Image Diffusion Model (Few-shot-based text-to-video diffusion)

Project mention: List of Stable Diffusion research softwares that I don't think gotten widespread adoption. | /r/StableDiffusion | 2023-12-10

• 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)

  

• Awesome-Weak-Shot-Learning

  2 183 0.0

  A curated list of papers, code and resources pertaining to weak-shot classification, detection, and segmentation.

  

• Hands-On-Deep-Learning-Algorithms-with-Python

  1 107 0.0 Jupyter Notebook

  Hands-On Deep Learning Algorithms with Python, By Packt

  

• prompt-lib

  1 98 7.2 Python

  A set of utilities for running few-shot prompting experiments on large-language models

  

• ORBIT-Dataset

  2 86 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.

  

• TaiChi

  1 78 0.0 Python

  Open source library for few shot NLP (by salesforce)

  

• SaaSHub

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few-shot-learning related posts

• Measuring Multitask Language Understanding

  1 project | news.ycombinator.com | 20 Apr 2024

• Mixtral 7B MoE beats LLaMA2 70B in MMLU

  2 projects | /r/LocalLLaMA | 10 Dec 2023

• BREAKING: Google just released its ChatGPT Killer

  1 project | /r/u_enoumen | 6 Dec 2023

• Self-Refine: Iterative Refinement with Self-Feedback

  1 project | news.ycombinator.com | 23 Nov 2023

• Smarter Summaries with Finetuning GPT-3.5 and Chain of Density

  1 project | news.ycombinator.com | 14 Nov 2023

• Remote Work 2.0: The Tools, Trends, and Challenges of the Post-Pandemic Work Era

  1 project | dev.to | 13 Aug 2023

• [Colab Notebook] Launch quantized MPT-30B-Chat on Vast.ai using text-generation-inference, integrated with ConversationChain

  1 project | /r/LangChain | 9 Jul 2023
• A note from our sponsor - SaaSHub
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