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Welcome to Marqo 🙌

Your Unified Platform for Embedding Generation and Search
Marqo is an open-source platform designed to streamline embedding generation, search, and ranking, delivering state-of-the-art retrieval across multimodal data. Also available on Marqo Cloud for seamless integration and scalability into any application or service.

Explore Our Repositories

Marqo: The core embedding generation and search engine.
GCL: Generalized Contrastive Learning for multimodal retrieval.
FashionCLIP: SOTA image and text embeddings for fashion search, recommendations and classification.
Ecommerce embeddings: SOTA image and text embeddings for ecommerce search, recommendations and classification.
Ecommerce search application: SOTA multimodal search and recommendations application for ecommerce.

Our Latest Innovations

Ecommerce product embeddings: Our latest models for ecommerce retrieval.
Embedding Fine-Tuning with MarqTune: Tailor embeddings to your domain for superior search results.
FashionSigLIP: Our latest model for fashion retrieval, combining cutting-edge techniques for enhanced search.
Generalized Contrastive Learning (GCL): A framework for training robust embedding models for multimodal search. Read the GCL paper on arXiv.
Understanding Recall in HNSW: Insights into understanding and optimizing recall when using hierarchical navigable small worlds (HNSW) in vector search. Read the HNSW paper on arXiv.
Designing Interfaces for Multimodal Vector Search Applications:. Explore novel UI/UX concepts for implementing multi-modal vector search image search applications. Read the paper on arXiv.
Marqo-GS-10M multimodal dataset:. Open source multimodal product retrieval dataset of 10M query-product pairs with both text and images. Explore the dataset!

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