Categories

Discover Categories

Browse all categories in our directory

33 of 228 items

Featured Items

Showing 1-9

AutoTokenizer (Hugging Face Transformers)

Featured
Sdks & LibrariesNLPtokenization

A utility class from the Hugging Face Transformers library that automatically loads the correct tokenizer for a given pre-trained model. It is crucial for consistent text preprocessing and tokenization, a vital step before generating embeddings for vector database storage.

#NLP
#tokenization
#Hugging Face

Sentence-Transformers

Featured
Sdks & LibrariesPythonembeddings

A Python library for creating sentence, text, and image embeddings, enabling the conversion of text into high-dimensional numerical vectors that capture semantic meaning. It is essential for tasks like semantic search and Retrieval Augmented Generation (RAG), which often leverage vector databases.

#Python
#embeddings
#semantic search

SentenceTransformer

Featured
Sdks & LibrariesPythonembeddings

A Python library for generating high-quality sentence, text, and image embeddings. It simplifies the process of converting text into dense vector representations, which are fundamental for similarity search and storage in vector databases.

#Python
#embeddings
#NLP

Hugging Face Sentence Transformers Embedding Function for ChromaDB Java Client

Sdks & LibrariesembeddingsJava

An embedding function implementation within the ChromaDB Java client (tech.amikos.chromadb.embeddings.hf.HuggingFaceEmbeddingFunction) that utilizes Hugging Face's cloud-based inference API to generate vector embeddings for documents.

#embeddings
#Java
#Hugging Face

Hugging Face Tokenizers

Sdks & LibrariesNLPtokenization

A library from Hugging Face providing fast and customizable tokenization, a fundamental step for preparing text data for embedding models used with vector databases.

#NLP
#tokenization
#Hugging Face

JinaEmbeddingFunction

Sdks & LibrariesembeddingsJina

A wrapper embedding function for Jina Embedding models, used to generate vector embeddings.

#embeddings
#Jina
#API

OpenAIEmbeddingFunction

Sdks & LibrariesembeddingsOpenAI

An embedding function that utilizes the OpenAI API to compute vector embeddings, commonly used with vector databases.

#embeddings
#OpenAI
#API

FastText

Sdks & Librariesopen-sourcevector embeddings

FastText is an open-source library by Facebook for efficient learning of word representations and text classification. It generates high-dimensional vector embeddings used in vector databases for tasks like semantic search and document clustering.

#open-source
#vector embeddings
#semantic search
#machine learning

Gensim

Sdks & LibrariesPythonvector embeddings

Gensim is a Python library for topic modeling and vector space modeling, providing tools to generate high-dimensional vector embeddings from text data. These embeddings can be stored and efficiently searched in vector databases, making Gensim directly relevant to vector search use cases.

#Python
#vector embeddings
#open-source
#topic modeling

Page 1 of 4