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nastyapashandtrean
7bbc520de9
* update advanced-search page # Conflicts: # qdrant-landing/themes/qdrant-2024/assets/css/partials/_use-cases-vector-hero.scss * update link in hero section * revert (temporarily?) renaming a multimodal search card --------- Co-authored-by: trean <trean.mi@gmail.com>
44 lines
1.9 KiB
Markdown
44 lines
1.9 KiB
Markdown
---
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title: Search with Qdrant
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description: Qdrant enhances search, offering semantic, similarity, multimodal, and hybrid search capabilities for accurate, user-centric results, serving applications in different industries like e-commerce to healthcare.
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features:
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- id: 0
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icon:
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src: /icons/outline/similarity-blue.svg
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alt: Similarity
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title: Semantic Search
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description: Qdrant optimizes similarity search, identifying the closest database items to any query vector for applications like recommendation systems, RAG and image retrieval, enhancing accuracy and user experience.
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link:
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text: Learn More
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url: /documentation/search/search/
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- id: 1
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icon:
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src: /icons/outline/search-text-blue.svg
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alt: Search text
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title: Hybrid Search for Text
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description: By combining dense vector embeddings with sparse vectors e.g. BM25, Qdrant powers semantic search to deliver context-aware results, transcending traditional keyword search by understanding the deeper meaning of data.
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link:
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text: Learn More
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url: /documentation/beginner-tutorials/hybrid-search-fastembed/
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- id: 2
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icon:
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src: /icons/outline/selection-blue.svg
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alt: Selection
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title: Multimodal Search
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description: Qdrant's capability extends to multi-modal search, indexing and retrieving various data forms (text, images, audio) once vectorized, facilitating a comprehensive search experience.
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link:
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text: View Tutorial
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url: /documentation/tutorials/multimodal-search-fastembed/
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- id: 3
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icon:
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src: /icons/outline/filter-blue.svg
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alt: Filter
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title: Pre-Filtering that Works
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description: Qdrant enhances search speeds and control and context understanding through pre-filtering on any nested entry in our payload. This filter works first – making your search faster and combines with our hybrid search and multi-modal search seamlessly.
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link:
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text: Learn More
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url: /articles/filterable-hnsw/
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sitemapExclude: true
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---
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