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EthicalML / awesome-production-machine-learning

Star 16.7k

A curated list of awesome open source libraries to deploy, monitor, version and scale your machine learning

machine-learning data-mining awesome deep-learning awesome-list interpretability privacy-preserving production-machine-learning mlops privacy-preserving-machine-learning explainability responsible-ai machine-learning-operations ml-ops ml-operations privacy-preserving-ml large-scale-ml production-ml large-scale-machine-learning
  • Updated Jul 1, 2024

lancedb / lance

Star 3.5k

Modern columnar data format for ML and LLMs implemented in Rust. Convert from parquet in 2 lines of code for 100x faster random access, vector index, and data versioning. Compatible with Pandas, DuckDB, Polars, Pyarrow, with more integrations coming..

python rust data-science machine-learning computer-vision deep-learning embeddings dataops data-analytics data-analysis data-format apache-arrow data-centric mlops duckdb llms
  • Updated Jun 30, 2024
  • Rust
weaviate

weaviate / weaviate

Star 10.2k

Weaviate is an open-source vector database that stores both objects and vectors, allowing for the combination of vector search with structured filtering with the fault tolerance and scalability of a cloud-native database​.

search-engine information-retrieval grpc nearest-neighbor-search semantic-search-engine image-search recommender-system vectors approximate-nearest-neighbor-search semantic-search similarity-search mlops hnsw weaviate vector-search vector-database neural-search vector-search-engine hybrid-search generative-search
  • Updated Jun 30, 2024
  • Go
qdrant

qdrant / qdrant

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Star 18.7k

Qdrant - High-performance, massive-scale Vector Database for the next generation of AI. Also available in the cloud https://cloud.qdrant.io/

search search-engine machine-learning neural-network matching nearest-neighbor-search image-search recommender-system approximate-nearest-neighbor-search hacktoberfest search-engines similarity-search knn-algorithm mlops hnsw vector-search vector-database neural-search vector-search-engine embeddings-similarity
  • Updated Jun 30, 2024
  • Rust

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