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qdrant-landing/content/blog/hybrid-cloud-ovhcloud.md | ---
draft: false
title: "Qdrant and OVHcloud Bring Vector Search to All Enterprises"
short_description: "Collaborating to support startups and enterprises in Europe with a strong focus on data control and privacy."
description: "Collaborating to support startups and enterprises in Europe with a strong focus on data co... |
qdrant-landing/content/blog/hybrid-cloud-red-hat-openshift.md | ---
draft: false
title: "Red Hat OpenShift and Qdrant Hybrid Cloud Offer Seamless and Scalable AI"
short_description: "Qdrant brings managed vector databases to Red Hat OpenShift for large-scale GenAI."
description: "Qdrant brings managed vector databases to Red Hat OpenShift for large-scale GenAI."
preview_image: /bl... |
qdrant-landing/content/blog/hybrid-cloud-scaleway.md | ---
draft: false
title: "Qdrant Hybrid Cloud and Scaleway Empower GenAI"
short_description: "Supporting innovation in AI with the launch of a revolutionary managed database for startups and enterprises."
description: "Supporting innovation in AI with the launch of a revolutionary managed database for startups and ente... |
qdrant-landing/content/blog/hybrid-cloud-stackit.md | ---
draft: false
title: "STACKIT and Qdrant Hybrid Cloud for Best Data Privacy"
short_description: "Empowering German AI development with a data privacy-first platform."
description: "Empowering German AI development with a data privacy-first platform."
preview_image: /blog/hybrid-cloud-stackit/hybrid-cloud-stackit.pn... |
qdrant-landing/content/blog/hybrid-cloud-vultr.md | ---
draft: false
title: "Vultr and Qdrant Hybrid Cloud Support Next-Gen AI Projects"
short_description: "Providing a flexible platform for high-performance vector search in next-gen AI workloads."
description: "Providing a flexible platform for high-performance vector search in next-gen AI workloads."
preview_image: /... |
qdrant-landing/content/blog/hybrid-cloud.md | ---
draft: false
title: "Qdrant Hybrid Cloud: the First Managed Vector Database You Can Run Anywhere"
slug: hybrid-cloud
short_description:
description:
preview_image: /blog/hybrid-cloud/hybrid-cloud.png
social_preview_image: /blog/hybrid-cloud/hybrid-cloud.png
date: 2024-04-15T00:01:00Z
author: Andre Zayarni, CEO & C... |
qdrant-landing/content/blog/indexify-unveiled-diptanu-gon-choudhury-vector-space-talk-009.md | ---
draft: false
title: Indexify Unveiled - Diptanu Gon Choudhury | Vector Space Talks
slug: indexify-content-extraction-engine
short_description: Diptanu Gon Choudhury discusses how Indexify is transforming
the AI-driven workflow in enterprises today.
description: Diptanu Gon Choudhury shares insights on re-imaging ... |
qdrant-landing/content/blog/insight-generation-platform-for-lifescience-corporation-hooman-sedghamiz-vector-space-talks-014.md | ---
draft: false
title: Insight Generation Platform for LifeScience Corporation - Hooman
Sedghamiz | Vector Space Talks
slug: insight-generation-platform
short_description: Hooman Sedghamiz explores the potential of large language
models in creating cutting-edge AI applications.
description: Hooman Sedghamiz disclo... |
qdrant-landing/content/blog/introducing-the-quaterion-a-framework-for-fine-tuning-similarity-learning-models.md | ---
draft: true
preview_image: /blog/from_cms/new-cmp-demo.gif
sitemapExclude: true
title: "Introducing the Quaterion: a framework for fine-tuning similarity
learning models"
slug: quaterion
short_description: Please meet Quaterion—a framework for training and
fine-tuning similarity learning models.
description: We... |
qdrant-landing/content/blog/iris-agent-qdrant.md | ---
title: "IrisAgent and Qdrant: Redefining Customer Support with AI"
draft: false
slug: iris-agent-qdrant
short_description: Pushing the boundaries of AI in customer support
description: Learn how IrisAgent leverages Qdrant for RAG to automate support, and improve resolution times, transforming customer service
prev... |
qdrant-landing/content/blog/neural-search-tutorial.md | ---
draft: true
title: Neural Search Tutorial
slug: neural-search-tutorial
short_description: Neural Search Tutorial
description: Step-by-step guide on how to build a neural search service.
preview_image: /blog/from_cms/1_vghoj7gujfjazpdmm9ebxa.webp
date: 2024-01-05T14:09:57.544Z
author: Andrey Vasnetsov
featured: fals... |
qdrant-landing/content/blog/new-0-7-update-of-the-qdrant-engine-went-live.md | ---
draft: true
title: New 0.7.0 update of the Qdrant engine went live
slug: qdrant-0-7-0-released
short_description: Qdrant v0.7.0 engine has been released
description: Qdrant v0.7.0 engine has been released
preview_image: /blog/from_cms/v0.7.0.png
date: 2022-04-13T08:57:07.604Z
author: Alyona Kavyerina
author_link: h... |
qdrant-landing/content/blog/open-source-vector-search-engine-and-vector-database.md | ---
draft: false
title: Open Source Vector Search Engine and Vector Database - Andrey Vasnetsov
slug: open-source-vector-search-engine-vector-database
short_description: CTO of Qdrant Andrey talks about Vector search engines and
the technical facets and challenges encountered in developing an open-source
vector dat... |
qdrant-landing/content/blog/pienso-qdrant-future-proofing-generative-ai-for-enterprise-level-customers.md | ---
draft: true
title: "Pienso & Qdrant: Future Proofing Generative AI for Enterprise-Level Customers"
slug: pienso-case-study
short_description: Case study
description: Case study
preview_image: /blog/from_cms/title.webp
date: 2024-01-05T15:10:57.473Z
author: Author
featured: false
---
<!--StartFragment-->
# Pienso &... |
qdrant-landing/content/blog/production-scale-rag-for-real-time-news-distillation-robert-caulk-vector-space-talks.md | ---
draft: false
title: Production-scale RAG for Real-Time News Distillation - Robert Caulk |
Vector Space Talks
slug: real-time-news-distillation-rag
short_description: Robert Caulk tackles the challenges and innovations in open
source AI and news article modeling.
description: Robert Caulk, founder of Emergent Me... |
qdrant-landing/content/blog/qdrant-1.9.x.md | ---
title: "Qdrant 1.9.0 - Heighten Your Security With Role-Based Access Control Support"
draft: false
slug: qdrant-1.9.x
short_description: "Granular access control. Optimized shard transfers. Support for byte embeddings."
description: "New access control options for RBAC, a much faster shard transfer procedure, and ... |
qdrant-landing/content/blog/qdrant-cloud-on-microsoft-azure.md | ---
draft: false
title: Introducing Qdrant Cloud on Microsoft Azure
slug: qdrant-cloud-on-microsoft-azure
short_description: Qdrant Cloud is now available on Microsoft Azure
description: "Learn the benefits of Qdrant Cloud on Azure."
preview_image: /blog/from_cms/qdrant-azure-2-1.png
date: 2024-01-17T08:40:42Z
author: ... |
qdrant-landing/content/blog/qdrant-cpu-intel-benchmark.md | ---
title: "Intel’s New CPU Powers Faster Vector Search"
draft: false
slug: qdrant-cpu-intel-benchmark
short_description: "New generation silicon is a game-changer for AI/ML applications."
description: "Intel’s 5th gen Xeon processor is made for enterprise-scale operations in vector space. "
preview_image: /blog/qdran... |
qdrant-landing/content/blog/qdrant-has-joined-nvidia-inception-program.md | ---
draft: false
preview_image: /blog/from_cms/inception.png
sitemapExclude: true
title: Qdrant has joined NVIDIA Inception Program
slug: qdrant-joined-nvidia-inception-program
short_description: Recently Qdrant has become a member of the NVIDIA Inception.
description: Along with the various opportunities it gives, we ... |
qdrant-landing/content/blog/qdrant-n8n.md | ---
title: "Chat with a codebase using Qdrant and N8N"
draft: false
slug: qdrant-n8n
short_description: Integration demo
description: Building a RAG-based chatbot using Qdrant and N8N to chat with a codebase on GitHub
preview_image: /blog/qdrant-n8n/preview.jpg
date: 2024-01-06T04:09:05+05:30
author: Anush Shetty
featu... |
qdrant-landing/content/blog/qdrant-stars-announcement.md | ---
title: "Introducing Qdrant Stars: Join Our Ambassador Program!"
draft: false
slug: qdrant-stars-announcement # Change this slug to your page slug if needed
short_description: Qdrant Stars recognizes and supports key contributors to the Qdrant ecosystem through content creation and community leadership. # Change thi... |
qdrant-landing/content/blog/qdrant-supports-arm-architecture.md | ---
draft: false
title: Qdrant supports ARM architecture!
slug: qdrant-supports-arm-architecture
short_description: Qdrant announces ARM architecture support, expanding
accessibility and performance for their advanced data indexing technology.
description: Qdrant's support for ARM architecture marks a pivotal step in... |
qdrant-landing/content/blog/qdrant-unstructured.md | ---
title: Loading Unstructured.io Data into Qdrant from the Terminal
slug: qdrant-unstructured
short_description: Loading Unstructured Data into Qdrant from the Terminal
description: Learn how to simplify the process of loading unstructured data into Qdrant using the Qdrant Unstructured destination.
preview_image: /bl... |
qdrant-landing/content/blog/qdrant-updated-benchmarks-2024.md | ---
title: "Qdrant Updated Benchmarks 2024"
draft: false
slug: qdrant-benchmarks-2024 # Change this slug to your page slug if needed
short_description: Qdrant Updated Benchmarks 2024 # Change this
description: We've compared how Qdrant performs against the other vector search engines to give you a thorough performance... |
qdrant-landing/content/blog/qdrant-v-0-6-0-engine-with-grpc-released.md | ---
draft: true
title: Qdrant v0.6.0 engine with gRPC interface has been released
short_description: We’ve released a new engine, version 0.6.0.
description: We’ve released a new engine, version 0.6.0. The main feature of the release in the gRPC interface.
preview_image: /blog/qdrant-v-0-6-0-engine-with-grpc-released/u... |
qdrant-landing/content/blog/qdrant-x-dust-how-vector-search-helps-make-work-work-better-stan-polu-vector-space-talk-010.md | ---
draft: false
title: "Qdrant x Dust: How Vector Search helps make work work better - Stan Polu
| Vector Space Talks"
slug: qdrant-x-dust-vector-search
short_description: Stanislas shares insights from his experiences at Stripe and
founding his own company, Dust, focusing on AI technology's product layer.
descrip... |
qdrant-landing/content/blog/qdrant_and_jina_integration.md | ---
draft: false
preview_image: /blog/from_cms/docarray.png
sitemapExclude: true
title: "Qdrant and Jina integration: storage backend support for DocArray"
slug: qdrant-and-jina-integration
short_description: "One more way to use Qdrant: Jina's DocArray is now
supporting Qdrant as a storage backend."
description: We ... |
qdrant-landing/content/blog/qsoc24-interns-announcement.md | ---
title: "QSoC 2024: Announcing Our Interns!"
draft: false
slug: qsoc24-interns-announcement # Change this slug to your page slug if needed
short_description: We are pleased to announce the selection of interns for the inaugural Qdrant Summer of Code (QSoC) program. # Change this
description: We are pleased to annou... |
qdrant-landing/content/blog/semantic-cache-ai-data-retrieval.md | ---
title: "Semantic Cache: Accelerating AI with Lightning-Fast Data Retrieval"
draft: false
slug:
short_description: "Semantic Cache for Best Results and Optimization."
description: "Semantic cache is reshaping AI applications by enabling rapid data retrieval. Discover how its implementation benefits your RAG setup.... |
qdrant-landing/content/blog/series-A-funding-round.md | ---
draft: false
title: "Announcing Qdrant's $28M Series A Funding Round"
slug: series-A-funding-round
short_description:
description:
preview_image: /blog/series-A-funding-round/series-A.png
social_preview_image: /blog/series-A-funding-round/series-A.png
date: 2024-01-23T09:00:00.000Z
author: Andre Zayarni, CEO & Co-... |
qdrant-landing/content/blog/soc2-type2-report.md | ---
title: "Qdrant Attains SOC 2 Type II Audit Report"
draft: false
slug: qdrant-soc2-type2-audit # Change this slug to your page slug if needed
short_description: We're proud to announce achieving SOC 2 Type II compliance for Security, Availability, Processing Integrity, Confidentiality, and Privacy.
description: We'... |
qdrant-landing/content/blog/storing-multiple-vectors-per-object-in-qdrant.md | ---
draft: false
title: Storing multiple vectors per object in Qdrant
slug: storing-multiple-vectors-per-object-in-qdrant
short_description: Qdrant's approach to storing multiple vectors per object,
unraveling new possibilities in data representation and retrieval.
description: Discover how Qdrant continues to push t... |
qdrant-landing/content/blog/superpower-your-semantic-search-using-vector-database-nicolas-mauti-vector-space-talk-007.md | ---
draft: false
title: Superpower your Semantic Search using Vector Database - Nicolas Mauti |
Vector Space Talks
slug: semantic-search-vector-database
short_description: Nicolas Mauti and his team at Malt discusses how they
revolutionize the way freelancers connect with projects.
description: Nicolas Mauti discus... |
qdrant-landing/content/blog/talk-with-youtube-without-paying-a-cent-francesco-saverio-zuppichini-vector-space-talks.md | ---
draft: false
title: Talk with YouTube without paying a cent - Francesco Saverio Zuppichini |
Vector Space Talks
slug: youtube-without-paying-cent
short_description: A sneak peek into the tech world as Francesco shares his
ideas and processes on coding innovative solutions.
description: Francesco Zuppichini outl... |
qdrant-landing/content/blog/teaching-vector-databases-at-scale-alfredo-deza-vector-space-talks-019-2.md | ---
draft: false
title: Teaching Vector Databases at Scale - Alfredo Deza | Vector Space Talks
slug: teaching-vector-db-at-scale
short_description: Alfredo Deza tackles AI teaching, the intersection of
technology and academia, and the value of consistent learning.
description: Alfredo Deza discusses the practicality ... |
qdrant-landing/content/blog/the-bitter-lesson-of-retrieval-in-generative-language-model-workflows-mikko-lehtimäki-vector-space-talks.md | ---
draft: false
title: The Bitter Lesson of Retrieval in Generative Language Model Workflows -
Mikko Lehtimäki | Vector Space Talks
slug: bitter-lesson-generative-language-model
short_description: Mikko Lehtimäki discusses the challenges and techniques in
implementing retrieval augmented generation for Yokot AI
de... |
qdrant-landing/content/blog/using-qdrant-and-langchain.md | ---
draft: false
title: "Integrating Qdrant and LangChain for Advanced Vector Similarity Search"
short_description: Discover how Qdrant and LangChain can be integrated to enhance AI applications.
description: Discover how Qdrant and LangChain can be integrated to enhance AI applications with advanced vector similarity ... |
qdrant-landing/content/blog/v0-8-0-update-of-the-qdrant-engine-was-released.md | ---
draft: true
title: v0.8.0 update of the Qdrant engine was released
slug: qdrant-0-8-0-released
short_description: "The new version of our engine - v0.8.0, went live. "
description: "The new version of our engine - v0.8.0, went live. "
preview_image: /blog/from_cms/v0.8.0.jpg
date: 2022-06-09T10:03:29.376Z
author: A... |
qdrant-landing/content/blog/v0-9-0-update-of-the-qdrant-engine-went-live.md | ---
draft: true
title: v0.9.0 update of the Qdrant engine went live
slug: qdrant-v090-release
short_description: We've released the new version of Qdrant engine - v.0.9.0.
description: We’ve released the new version of Qdrant engine - v.0.9.0. It features the dynamic cluster scaling capabilities. Now Qdrant is more fle... |
qdrant-landing/content/blog/vector-image-search-rag-vector-space-talk-008.md | ---
draft: false
title: "Vector Search Complexities: Insights from Projects in Image Search and
RAG - Noé Achache | Vector Space Talks"
slug: vector-image-search-rag
short_description: Noé Achache discusses their projects in image search and RAG
and its complexities.
description: Noé Achache shares insights on vect... |
qdrant-landing/content/blog/vector-search-and-applications-by-andrey-vasnetsov-cto-at-qdrant.md | ---
draft: false
title: '"Vector search and applications" by Andrey Vasnetsov, CTO at Qdrant'
preview_image: /blog/from_cms/ramsri-podcast-preview.png
sitemapExclude: true
slug: vector-search-and-applications-record
short_description: Andrey Vasnetsov, Co-founder and CTO at Qdrant has shared
about vector search and a... |
qdrant-landing/content/blog/vector-search-for-content-based-video-recommendation-gladys-and-sam-vector-space-talk-012.md | ---
draft: false
title: The challenges in using LLM-as-a-Judge - Sourabh Agrawal | Vector Space Talks
slug: llm-as-a-judge
short_description: Sourabh Agrawal explores the world of AI chatbots.
description: Everything you need to know about chatbots, Sourabh Agrawal goes in
to detail on evaluating their performance, f... |
qdrant-landing/content/blog/vector-search-for-content-based-video-recommendation-gladys-and-sam-vector-space-talks.md | ---
draft: false
title: Vector Search for Content-Based Video Recommendation - Gladys and Samuel
from Dailymotion
slug: vector-search-vector-recommendation
short_description: Gladys Roch and Samuel Leonardo Gracio join us in this
episode to share their knowledge on content-based recommendation.
description: Gladys ... |
qdrant-landing/content/blog/virtualbrain-best-rag-to-unleash-the-real-power-of-ai-guillaume-marquis-vector-space-talks.md | ---
draft: false
title: "VirtualBrain: Best RAG to unleash the real power of AI - Guillaume
Marquis | Vector Space Talks"
slug: virtualbrain-best-rag
short_description: Let's explore information retrieval with Guillaume Marquis,
CTO & Co-Founder at VirtualBrain.
description: Guillaume Marquis, CTO & Co-Founder at V... |
qdrant-landing/content/blog/when-music-just-doesnt-match-our-vibe-can-ai-help-filip-makraduli-vector-space-talks-003.md | ---
draft: false
title: When music just doesn't match our vibe, can AI help? - Filip Makraduli |
Vector Space Talks
slug: human-language-ai-models
short_description: Filip Makraduli discusses using AI to create personalized
music recommendations based on user mood and vibe descriptions.
description: Filip Makraduli... |
qdrant-landing/content/brand-resources/_index.md | ---
title: brand-resources
description: brand-resources
build:
render: always
cascade:
- build:
list: local
publishResources: false
render: never
---
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qdrant-landing/content/brand-resources/brand-resources-content.md | ---
logo:
title: Our Logo
description: "The Qdrant logo represents a paramount expression of our core brand identity. With consistent placement, sizing, clear space, and color usage, our logo affirms its recognition across all platforms."
logoCards:
- id: 0
logo:
src: /img/brand-resources-logos/logo.s... |
qdrant-landing/content/brand-resources/brand-resources-hero.md | ---
title: Qdrant Brand Resources
buttons:
- id: 0
url: "#logo"
text: Logo
- id: 1
url: "#colors"
text: Colors
- id: 2
url: "#typography"
text: Typography
- id: 3
url: "#trademarks"
text: Trademarks
sitemapExclude: true
---
|
qdrant-landing/content/community/_index.md | ---
title: Community
description: Community
build:
render: always
cascade:
- build:
list: local
publishResources: false
render: never
---
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qdrant-landing/content/community/community-features.md | ---
title: Discover our Programs
resources:
- id: 0
title: Qdrant Stars
description: Qdrant Stars are our top contributors, organizers, and evangelists. Learn more about how you can become a Star.
link:
text: Learn More
url: /blog/qdrant-stars-announcement/
image:
src: /img/community-features/qdrant... |
qdrant-landing/content/community/community-hero.md | ---
title: Welcome to the Qdrant Community
description: Connect with over 30,000 community members, get access to educational resources, and stay up to date on all news and discussions about Qdrant and the vector database space.
image:
src: /img/community-hero.svg
srcMobile: /img/mobile/community-hero.svg
alt: Co... |
qdrant-landing/content/community/community-testimonials.md | ---
title: Love from our community
testimonials:
- id: 0
name: Owen Colegrove
nickname: "@ocolegro"
avatar:
src: /img/customers/owen-colegrove.svg
alt: Avatar
text: qurant has been amazing!
- id: 1
name: Darren
nickname: "@darrenangle"
avatar:
src: /img/customers/darren.svg
alt: Avatar
t... |
qdrant-landing/content/contact-hybrid-cloud/_index.md | ---
title: Qdrant Hybrid Cloud
salesTitle: Hybrid Cloud
description: Bring your own Kubernetes clusters from any cloud provider, on-premise infrastructure, or edge locations and connect them to the Managed Cloud.
cards:
- id: 0
icon: /icons/outline/separate-blue.svg
title: Deployment Flexibility
description: Use ... |
qdrant-landing/content/contact-sales/_index.md | ---
salesTitle: Qdrant Enterprise Solutions
description: Our Managed Cloud, Hybrid Cloud, and Private Cloud solutions offer flexible deployment options for top-tier data privacy.
cards:
- id: 0
icon: /icons/outline/cloud-managed-blue.svg
title: Managed Cloud
description: Qdrant Cloud provides optimal flexibility ... |
qdrant-landing/content/contact-us/_index.md | ---
title: Contact Qdrant
description: Please let us know how we can help and we will get in touch with you soon.
cards:
- id: 0
icon: /icons/outline/comments-violet.svg
title: Qdrant Cloud Support
description: For questions or issues with Qdrant Cloud, please report to
mailLink:
text: support@qdrant.io
... |
qdrant-landing/content/customers/_index.md | ---
title: Customers
description: Customers
build:
render: always
cascade:
- build:
list: local
publishResources: false
render: never
---
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qdrant-landing/content/customers/customers-case-studies.md | ---
title: Customers
description: Learn how Qdrant powers thousands of top AI solutions that require vector search with unparalleled efficiency, performance and massive-scale data processing.
caseStudy:
logo:
src: /img/customers-case-studies/customer-logo.svg
alt: Logo
title: Recommendation Engine with Qdra... |
qdrant-landing/content/customers/customers-hero.md | ---
title: Customers
description: Learn how Qdrant powers thousands of top AI solutions that require vector search with unparalleled efficiency, performance and massive-scale data processing.
sitemapExclude: true
---
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qdrant-landing/content/customers/customers-testimonial1.md | ---
review: “We looked at all the big options out there right now for vector databases, with our focus on ease of use, performance, pricing, and communication. <strong>Qdrant came out on top in each category...</strong> ultimately, it wasn't much of a contest.”
names: Alex Webb
positions: Director of Engineering, CB In... |
qdrant-landing/content/customers/customers-testimonial2.md | ---
review: “We LOVE Qdrant! The exceptional engineering, strong business value, and outstanding team behind the product drove our choice. Thank you for your great contribution to the technology community!”
names: Kyle Tobin
positions: Principal, Cognizant
avatar:
src: /img/customers/kyle-tobin.png
alt: Kyle Tobin ... |
qdrant-landing/content/customers/customers-vector-space-wall.md | ---
title: Vector Space Wall
link:
url: https://testimonial.to/qdrant/all
text: Submit Your Testimonial
testimonials:
- id: 0
name: Jonathan Eisenzopf
position: Chief Strategy and Research Officer at Talkmap
avatar:
src: /img/customers/jonathan-eisenzopf.svg
alt: Avatar
text: “With Qdrant, we found ... |
qdrant-landing/content/customers/logo-cards-1.md | ---
logos:
- /img/customers-logo/discord.svg
- /img/customers-logo/johnson-and-johnson.svg
- /img/customers-logo/perplexity.svg
- /img/customers-logo/mozilla.svg
- /img/customers-logo/voiceflow.svg
- /img/customers-logo/bosch-digital.svg
sitemapExclude: true
--- |
qdrant-landing/content/customers/logo-cards-2.md | ---
logos:
- /img/customers-logo/flipkart.svg
- /img/customers-logo/x.svg
- /img/customers-logo/quora.svg
sitemapExclude: true
--- |
qdrant-landing/content/customers/logo-cards-3.md | ---
logos:
- /img/customers-logo/gitbook.svg
- /img/customers-logo/deloitte.svg
- /img/customers-logo/disney.svg
sitemapExclude: true
--- |
qdrant-landing/content/data-analysis/_index.md | ---
title: data-analysis
description: data-analysis
url: data-analysis-anomaly-detection
build:
render: always
cascade:
- build:
list: local
publishResources: false
render: never
---
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qdrant-landing/content/data-analysis/data-analysis-anomaly-detection.md | ---
title: Anomaly Detection with Qdrant
description: Qdrant optimizes anomaly detection by integrating vector embeddings for nuanced data analysis. It supports dissimilarity, diversity searches, and advanced anomaly detection techniques, enhancing applications from cybersecurity to finance with precise, efficient data... |
qdrant-landing/content/data-analysis/data-analysis-hero.md | ---
title: Data Analysis and Anomaly Detection
description: Explore entity matching for deduplication and anomaly detection with Qdrant, leveraging neural networks while still being fast and affordable in your applications for insights hard to get in other ways.
startFree:
text: Get Started
url: https://cloud.qdran... |
qdrant-landing/content/debug.skip/_index.md | ---
title: Debugging
---
|
qdrant-landing/content/debug.skip/bootstrap.md | ---
title: Bootstrap
slug: bootstrap
---
<h2>Colors</h2>
<details>
<summary>Toggle details</summary>
<h3>Text Color</h3>
<p>Ignore the background colors in this section, they are just to show the text color.</p>
<p class="text-primary">.text-primary</p>
<p class="text-secondary">.text-secondary</p>
<p class="text-... |
qdrant-landing/content/debug.skip/components.md | ---
title: Components
---
## Buttons
**.button**
<a href="#" class="button button_contained">Text</a>
<button class="button button_outlined">Text</button>
<button class="button button_contained" disabled>Text</button>
### Variants
<div class="row">
<div class="col-4 p-4">
**.button .button_contained .button_sm**
<... |
qdrant-landing/content/demo/_index.md | ---
title: Qdrant Demos and Tutorials
description: Experience firsthand how Qdrant powers intelligent search, anomaly detection, and personalized recommendations, showcasing the full capabilities of vector search to revolutionize data exploration and insights.
cards:
- id: 0
title: Semantic Search Demo - Startup ... |
qdrant-landing/content/documentation/0-dl.md | ---
#Delimiter files are used to separate the list of documentation pages into sections.
title: "Getting Started"
type: delimiter
weight: 8 # Change this weight to change order of sections
sitemapExclude: True
--- |
qdrant-landing/content/documentation/1-dl.md | ---
#Delimiter files are used to separate the list of documentation pages into sections.
title: "User Manual"
type: delimiter
weight: 20 # Change this weight to change order of sections
sitemapExclude: True
--- |
qdrant-landing/content/documentation/2-dl.md | ---
#Delimiter files are used to separate the list of documentation pages into sections.
title: "Integrations"
type: delimiter
weight: 30 # Change this weight to change order of sections
sitemapExclude: True
--- |
qdrant-landing/content/documentation/3-dl.md | ---
#Delimiter files are used to separate the list of documentation pages into sections.
title: "Support"
type: delimiter
weight: 40 # Change this weight to change order of sections
sitemapExclude: True
--- |
qdrant-landing/content/documentation/4-dl.md | ---
#Delimiter files are used to separate the list of documentation pages into sections.
title: "Managed Services"
type: delimiter
weight: 13 # Change this weight to change order of sections
sitemapExclude: True
--- |
qdrant-landing/content/documentation/_index.md | ---
title: Qdrant Documentation
weight: 10
---
# Documentation
**Qdrant (read: quadrant)** is a vector similarity search engine. Use our documentation to develop a production-ready service with a convenient API to store, search, and manage vectors with an additional payload. Qdrant's expanding features allow for all s... |
qdrant-landing/content/documentation/api-reference.md | ---
title: API Reference
weight: 12
type: external-link
external_url: https://api.qdrant.tech/api-reference
sitemapExclude: True
--- |
qdrant-landing/content/documentation/benchmarks.md | ---
title: Benchmarks
weight: 33
draft: true
---
|
qdrant-landing/content/documentation/community-links.md | ---
title: Community links
weight: 42
---
# Community Contributions
Though we do not officially maintain this content, we still feel that is is valuable and thank our dedicated contributors.
| Link | Description | Stack |
|------|------------------------------|--------|
| [Pinecone to Qdrant Mi... |
qdrant-landing/content/documentation/contribution-guidelines.md | ---
title: Contribution Guidelines
weight: 35
draft: true
---
# How to contribute
If you are a Qdrant user - Data Scientist, ML Engineer, or MLOps, the best contribution would be the feedback on your experience with Qdrant.
Let us know whenever you have a problem, face an unexpected behavior, or see a lack of documen... |
qdrant-landing/content/documentation/datasets.md | ---
title: Practice Datasets
weight: 41
---
# Common Datasets in Snapshot Format
You may find that creating embeddings from datasets is a very resource-intensive task.
If you need a practice dataset, feel free to pick one of the ready-made snapshots on this page.
These snapshots contain pre-computed vectors that you... |
qdrant-landing/content/documentation/quick-start.md | ---
title: Quickstart
weight: 11
aliases:
- quick_start
---
# Quickstart
In this short example, you will use the Python Client to create a Collection, load data into it and run a basic search query.
<aside role="status">Before you start, please make sure Docker is installed and running on your system.</aside>
## D... |
qdrant-landing/content/documentation/release-notes.md | ---
title: Release notes
weight: 42
type: external-link
external_url: https://github.com/qdrant/qdrant/releases
sitemapExclude: True
---
|
qdrant-landing/content/documentation/roadmap.md | ---
title: Roadmap
weight: 32
draft: true
---
# Qdrant 2023 Roadmap
Goals of the release:
* **Maintain easy upgrades** - we plan to keep backward compatibility for at least one major version back.
* That means that you can upgrade Qdrant without any downtime and without any changes in your client code within one ... |
qdrant-landing/content/documentation/cloud/_index.md | ---
title: Managed Cloud
weight: 14
aliases:
- /documentation/overview/qdrant-alternatives/documentation/cloud/
---
# About Qdrant Managed Cloud
Qdrant Managed Cloud is our SaaS (software-as-a-service) solution, providing managed Qdrant database clusters on the cloud. We provide you the same fast and reliable simil... |
qdrant-landing/content/documentation/cloud/authentication.md | ---
title: Authentication
weight: 30
---
# Authentication
This page shows you how to use the Qdrant Cloud Console to create a custom API key for a cluster. You will learn how to connect to your cluster using the new API key.
## Create API keys
The API key is only shown once after creation. If you lose it, you will ... |
qdrant-landing/content/documentation/cloud/aws-marketplace.md | ---
title: AWS Marketplace
weight: 60
---
# Qdrant Cloud on AWS Marketplace
## Overview
Our [AWS Marketplace](https://aws.amazon.com/marketplace/pp/prodview-rtphb42tydtzg) listing streamlines access to Qdrant for users who rely on Amazon Web Services for hosting and application development. Please note that, while Q... |
qdrant-landing/content/documentation/cloud/backups.md | ---
title: Backups
weight: 70
---
# Cloud Backups
Qdrant organizes cloud instances as clusters. On occasion, you may need to
restore your cluster because of application or system failure.
You may already have a source of truth for your data in a regular database. If you
have a problem, you could reindex the data int... |
qdrant-landing/content/documentation/cloud/capacity-sizing.md | ---
title: Capacity and sizing
weight: 40
aliases:
- capacity
---
# Capacity and sizing
We have been asked a lot about the optimal cluster configuration to serve a number of vectors.
The only right answer is “It depends”.
It depends on a number of factors and options you can choose for your collections.
## Basic ... |
qdrant-landing/content/documentation/cloud/cluster-scaling.md | ---
title: Cluster scaling
weight: 50
---
# Cluster scaling
The amount of data is always growing and at some point you might need to upgrade the capacity of your cluster.
There are different options for how it can be done.
## Vertical scaling
Vertical scaling, also known as vertical expansion, is the process of inc... |
qdrant-landing/content/documentation/cloud/create-cluster.md | ---
title: Create a cluster
weight: 20
---
# Create a cluster
This page shows you how to use the Qdrant Cloud Console to create a custom Qdrant Cloud cluster.
> **Prerequisite:** Please make sure you have provided billing information before creating a custom cluster.
1. Start in the **Clusters** section of the [Cl... |
qdrant-landing/content/documentation/cloud/gcp-marketplace.md | ---
title: GCP Marketplace
weight: 60
---
# Qdrant Cloud on GCP Marketplace
Our [GCP Marketplace](https://console.cloud.google.com/marketplace/product/qdrant-public/qdrant)
listing streamlines access to Qdrant for users who rely on the Google Cloud Platform for
hosting and application development. While Qdrant's clus... |
qdrant-landing/content/documentation/cloud/quickstart-cloud.md | ---
title: Cloud Quickstart
weight: 10
aliases:
- ../cloud-quick-start
- cloud-quick-start
---
# Cloud Quickstart
This page shows you how to use the Qdrant Cloud Console to create a free tier cluster and then connect to it with Qdrant Client.
## Create a Free Tier cluster
1. Start in the **Overview** section of... |
qdrant-landing/content/documentation/concepts/_index.md | ---
title: Concepts
weight: 21
# If the index.md file is empty, the link to the section will be hidden from the sidebar
---
# Concepts
Think of these concepts as a glossary. Each of these concepts include a link to
detailed information, usually with examples. If you're new to AI, these concepts
can help you learn mor... |
qdrant-landing/content/documentation/concepts/collections.md | ---
title: Collections
weight: 30
aliases:
- ../collections
- /concepts/collections/
- /documentation/frameworks/fondant/documentation/concepts/collections/
---
# Collections
A collection is a named set of points (vectors with a payload) among which you can search. The vector of each point within the same colle... |
qdrant-landing/content/documentation/concepts/explore.md | ---
title: Explore
weight: 55
aliases:
- ../explore
---
# Explore the data
After mastering the concepts in [search](../search/), you can start exploring your data in other ways. Qdrant provides a stack of APIs that allow you to find similar vectors in a different fashion, as well as to find the most dissimilar ones... |
qdrant-landing/content/documentation/concepts/filtering.md | ---
title: Filtering
weight: 60
aliases:
- ../filtering
---
# Filtering
With Qdrant, you can set conditions when searching or retrieving points.
For example, you can impose conditions on both the [payload](../payload/) and the `id` of the point.
Setting additional conditions is important when it is impossible to e... |
qdrant-landing/content/documentation/concepts/indexing.md | ---
title: Indexing
weight: 90
aliases:
- ../indexing
---
# Indexing
A key feature of Qdrant is the effective combination of vector and traditional indexes. It is essential to have this because for vector search to work effectively with filters, having vector index only is not enough. In simpler terms, a vector ind... |
qdrant-landing/content/documentation/concepts/optimizer.md | ---
title: Optimizer
weight: 70
aliases:
- ../optimizer
---
# Optimizer
It is much more efficient to apply changes in batches than perform each change individually, as many other databases do. Qdrant here is no exception. Since Qdrant operates with data structures that are not always easy to change, it is sometimes... |
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