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README.md
# Running locally ## Prerequisites ### Required - [Hugo](https://gohugo.io/getting-started/installing/) ### Needed only for development - [Node.js](https://nodejs.org/en/download/) - [npm](https://www.npmjs.com/get-npm) - [sass](https://sass-lang.com/install) ## Run ```bash cd qdrant-landing hugo serve ``` Open...
qdrant-landing/GrammarLinter.md
# English grammar linter (Vale) This repository includes `beta` rules based on the [Vale grammar linter](https://vale.sh). While the [installation instructions](https://vale.sh/docs/vale-cli/installation/#package-managers) cover Mac and Windows, I've installed Vale on Ubuntu Linux. Vale includes installation binaries ...
qdrant-landing/archetypes/blog-post.md
--- title: "{{ replace .Name "-" " " | title }}" draft: false slug: {{ .Name }} # Change this slug to your page slug if needed short_description: This is a blog post # Change this description: This is a blog post # Change this preview_image: /blog/Article-Image.png # Change this # social_preview_image: /blog/Article-...
qdrant-landing/archetypes/default.md
--- title: "{{ replace .Name "-" " " | title }}" date: {{ .Date }} draft: true ---
qdrant-landing/archetypes/delimiter.md
--- #Delimiter files are used to separate the list of documentation pages into sections. title: "{{ replace .Name "-" " " | title }}" type: delimiter weight: 0 # Change this weight to change order of sections sitemapExclude: True ---
qdrant-landing/archetypes/external-link.md
--- # External link template title: "{{ replace .Name "-" " " | title }}" type: external-link external_url: https://github.com/qdrant/qdrant # Change this link to your external link sitemapExclude: True ---
qdrant-landing/content/about-us/_index.md
--- title: About Us ---
qdrant-landing/content/advanced-search/_index.md
--- title: advanced-search description: advanced-search build: render: always cascade: - build: list: local publishResources: false render: never ---
qdrant-landing/content/advanced-search/advanced-search-features.md
--- title: Search with Qdrant 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. features: - id: 0 icon: src: /icons/outline/similarity-blue....
qdrant-landing/content/advanced-search/advanced-search-hero.md
--- title: Advanced Search description: Dive into next-gen search capabilities with Qdrant, offering a smarter way to deliver precise and tailored content to users, enhancing interaction accuracy and depth. startFree: text: Get Started url: https://cloud.qdrant.io/ learnMore: text: Contact Us url: /contact-us/ ...
qdrant-landing/content/advanced-search/advanced-search-use-cases.md
--- title: Learn how to get started with Qdrant for your search use case features: - id: 0 image: src: /img/advanced-search-use-cases/startup-semantic-search.svg alt: Startup Semantic Search title: Startup Semantic Search Demo description: The demo showcases semantic search for startup descriptions throug...
qdrant-landing/content/articles/_index.md
--- title: Qdrant Articles page_title: Articles about Vector Search description: Articles about vector search and similarity larning related topics. Latest updates on Qdrant vector search engine. section_title: Check out our latest publications subtitle: Check out our latest publications img: /articles_data/title-img.p...
qdrant-landing/content/articles/binary-quantization-openai.md
--- title: "Optimizing OpenAI Embeddings: Enhance Efficiency with Qdrant's Binary Quantization" draft: false slug: binary-quantization-openai short_description: Use Qdrant's Binary Quantization to enhance OpenAI embeddings description: Explore how Qdrant's Binary Quantization can significantly improve the efficiency an...
qdrant-landing/content/articles/binary-quantization.md
--- title: "Binary Quantization - Vector Search, 40x Faster " short_description: "Binary Quantization is a newly introduced mechanism of reducing the memory footprint and increasing performance" description: "Binary Quantization is a newly introduced mechanism of reducing the memory footprint and increasing performance...
qdrant-landing/content/articles/cars-recognition.md
--- title: Fine Tuning Similar Cars Search short_description: "How to use similarity learning to search for similar cars" description: Learn how to train a similarity model that can retrieve similar car images in novel categories. social_preview_image: /articles_data/cars-recognition/preview/social_preview.jpg small_p...
qdrant-landing/content/articles/chatgpt-plugin.md
--- title: Extending ChatGPT with a Qdrant-based knowledge base short_description: "ChatGPT factuality might be improved with semantic search. Here is how." description: "ChatGPT factuality might be improved with semantic search. Here is how." social_preview_image: /articles_data/chatgpt-plugin/social_preview.jpg small...
qdrant-landing/content/articles/data-privacy.md
--- title: " Data Privacy with Qdrant: Implementing Role-Based Access Control (RBAC)" #required short_description: "Secure Your Data with Qdrant: Implementing RBAC" description: Discover how Qdrant's Role-Based Access Control (RBAC) ensures data privacy and compliance for your AI applications. Build secure and scalable...
qdrant-landing/content/articles/dataset-quality.md
--- title: Finding errors in datasets with Similarity Search short_description: Finding errors datasets with distance-based methods description: Improving quality of text-and-images datasets on the online furniture marketplace example. preview_dir: /articles_data/dataset-quality/preview social_preview_image: /articles_...
qdrant-landing/content/articles/dedicated-service.md
--- title: "Vector Search as a dedicated service" short_description: "Why vector search requires to be a dedicated service." description: "Why vector search requires a dedicated service." social_preview_image: /articles_data/dedicated-service/social-preview.png small_preview_image: /articles_data/dedicated-service/prev...
qdrant-landing/content/articles/detecting-coffee-anomalies.md
--- title: Metric Learning for Anomaly Detection short_description: "How to use metric learning to detect anomalies: quality assessment of coffee beans with just 200 labelled samples" description: Practical use of metric learning for anomaly detection. A way to match the results of a classification-based approach with ...
qdrant-landing/content/articles/discovery-search.md
--- title: "Discovery Search: A New Approach to Vector Space" short_description: Discovery Search, an innovative API for precise, tailored search results. description: Explore the next frontier in search technology with Discovery Search. Learn how this innovative API provides precise and tailored results. social_previ...
qdrant-landing/content/articles/embedding-recycler.md
--- title: Layer Recycling and Fine-tuning Efficiency short_description: Tradeoff between speed and performance in layer recycling description: Learn when and how to use layer recycling to achieve different performance targets. preview_dir: /articles_data/embedding-recycling/preview small_preview_image: /articles_data/...
qdrant-landing/content/articles/faq-question-answering.md
--- title: Q&A with Similarity Learning short_description: A complete guide to building a Q&A system with similarity learning. description: A complete guide to building a Q&A system using Quaterion and SentenceTransformers. social_preview_image: /articles_data/faq-question-answering/preview/social_preview.jpg preview_d...
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