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Embeddings

Embeddings are numerical representations of data that capture semantic meaning for AI and machine learning systems. They convert data such as text, images, or audio into numerical vectors, allowing AI systems to measure similarity, understand context, and power applications such as semantic search, recommendation systems, clustering, and Retrieval-Augmented Generation (RAG).

Here are 4,185 public repositories matching this topic...

txtai

neuml / txtai

💡 All-in-one AI framework for semantic search, LLM orchestration and language model workflows

Updated Aug 12, 2026
Python

Embedding / Chinese-Word-Vectors

100+ Chinese Word Vectors 上百种预训练中文词向量

word-embeddings embeddings chinese embedding chinese-word-segmentation vectors-trained

Updated Oct 30, 2023
Python

FlagOpen / FlagEmbedding

Retrieval and Retrieval-augmented LLMs

information-retrieval embeddings sentence-embeddings text-semantic-similarity llm retrieval-augmented-generation

Updated Aug 14, 2026
Python

h2oai / h2ogpt

Private chat with local GPT with document, images, video, etc. 100% private, Apache 2.0. Supports oLLaMa, Mixtral, llama.cpp, and more. Demo: https://gpt.h2o.ai/ https://gpt-docs.h2o.ai/

pdf ai embeddings private gpt generative fedramp llm chatgpt gpt4all vectorstore privategpt llama2 mixtral

Updated Oct 9, 2025
Python

plastic-labs / honcho

Memory library for building stateful agents

Updated Aug 14, 2026
Python

pytorch-metric-learning

KevinMusgrave / pytorch-metric-learning

The easiest way to use deep metric learning in your application. Modular, flexible, and extensible. Written in PyTorch.

machine-learning computer-vision deep-learning pytorch embeddings metric-learning image-retrieval deep-metric-learning self-supervised-learning contrastive-learning

Updated Aug 17, 2025
Python

MinishLab / semble

Fast and Accurate Code Search for Agents. Uses 99% fewer tokens than grep+read

retrieval mcp embeddings code-search agents model-context-protocol mcp-server

Updated Aug 12, 2026
Python

text2vec

shibing624 / text2vec

text2vec, text to vector. 文本向量表征工具，把文本转化为向量矩阵，实现了Word2Vec、RankBM25、Sentence-BERT、CoSENT等文本表征、文本相似度计算模型，开箱即用。

nlp word2vec text-similarity similarity embeddings sentence-embeddings text2vec

Updated Feb 14, 2026
Python

lightly-ai / lightly

A python library for self-supervised learning on images.

machine-learning computer-vision deep-learning pytorch embeddings hacktoberfest contributions-welcome self-supervised-learning contrastive-learning

Updated Aug 15, 2026
Python

tensorflow / hub

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

python machine-learning tensorflow ml embeddings image-classification transfer-learning

Updated Jan 17, 2025
Python

towhee-io / towhee

Towhee is a framework that is dedicated to making neural data processing pipelines simple and fast.

machine-learning computer-vision pipeline image-processing embeddings transformer video-processing feature-extraction convolutional-networks vit feature-vector image-retrieval unstructured-data embedding-vectors milvus vision-transformer towhee llm

Updated Oct 18, 2024
Python

embeddings-benchmark / mteb

MTEB: State-of-the-art evaluation of embeddings across languages and modalities

benchmark information-retrieval retrieval text-classification clustering evaluation embeddings sts semantic-search reranking text-embedding multimodal neural-search sentence-transformers sbert multilingual-nlp low-resource-nlp bitext-mining mteb

Updated Aug 15, 2026
Python

qdrant / fastembed

Fast, Accurate, Lightweight Python library to make State of the Art Embedding

retrieval embeddings openai rag vector-search retrieval-augmented-generation

Updated Aug 12, 2026
Python

hegelai / prompttools

Open-source tools for prompt testing and experimentation, with support for both LLMs (e.g. OpenAI, LLaMA) and vector databases (e.g. Chroma, Weaviate, LanceDB).

python machine-learning deep-learning embeddings developer-tools vector-search large-language-models prompt-engineering llms

Updated Feb 11, 2026
Python

superlinked / sie

Open-source inference server and production cluster for all the models your agent needs.

Updated Aug 10, 2026
Python

zilliztech / memsearch

A persistent, unified memory layer for all your AI agents (e.g. Claude Code, Codex), backed by Markdown and Milvus.

Updated Aug 15, 2026
Python

ailia-ai / ailia-models

The collection of pre-trained, state-of-the-art AI models for ailia SDK

Updated Aug 14, 2026
Python

vearch

vearch / vearch

Distributed vector search for AI-native applications

embeddings cloud-native vectors document-retrieval rag vector-search vector-database hybrid-search ai-native retrieval-augmented-generation ai-native-database

Updated Jul 27, 2026
Python

PetrochukM / PyTorch-NLP

Basic Utilities for PyTorch Natural Language Processing (NLP)

python nlp machine-learning natural-language-processing deep-learning neural-network metrics pytorch embeddings dataset data-loader sru word-vectors pytorch-nlp torchnlp

Updated Jul 4, 2023
Python

MinishLab / model2vec

Fast State-of-the-Art Static Embeddings

python nlp machine-learning ai word-embeddings embeddings sentence-transformers model2vec

Updated Aug 13, 2026
Python

Followers: 100 followers
Website: github.com/topics/embeddings
Wikipedia: Wikipedia

Related topics

artificial-intelligence machine-learning natural-language-processing