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[ "Retrieval Augmented Generation - Qdrant", "The recording" ]
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p
Thanks to the DataTalks.Club for organizing this podcast.
[ "tags", "tags/retrieval-augmented-generation" ]
10,600
[ "Retrieval Augmented Generation - Qdrant" ]
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h3
Event Alert
[ "tags", "tags/retrieval-augmented-generation" ]
10,601
[ "Retrieval Augmented Generation - Qdrant", "Event Alert" ]
/tags/retrieval-augmented-generation/
html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div:nth-of-type(1) > div > div:nth-of-type(2) > article > p:nth-of-type(10)
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p
If you’re interested in a similar discussion, watch for the recording from the following event, organized by DeepRec.ai.
[ "tags", "tags/retrieval-augmented-generation" ]
10,602
[ "Retrieval Augmented Generation - Qdrant" ]
/tags/retrieval-augmented-generation/
html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div:nth-of-type(1) > div > div:nth-of-type(2) > article > h3:nth-of-type(7)
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h3
Further reading
[ "tags", "tags/retrieval-augmented-generation" ]
10,603
[ "Retrieval Augmented Generation - Qdrant", "Further reading" ]
/tags/retrieval-augmented-generation/
html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div:nth-of-type(1) > div > div:nth-of-type(2) > article > ul:nth-of-type(4) > li:nth-of-type(1)
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li
https://qdrant.tech/blog
[ "tags", "tags/retrieval-augmented-generation" ]
10,604
[ "Retrieval Augmented Generation - Qdrant", "Further reading" ]
/tags/retrieval-augmented-generation/
html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div:nth-of-type(1) > div > div:nth-of-type(2) > article > ul:nth-of-type(4) > li:nth-of-type(2)
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li
https://hub.superlinked.com/blog
[ "tags", "tags/retrieval-augmented-generation" ]
10,605
[ "Search - Qdrant" ]
/tags/search/
html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div:nth-of-type(1) > div > div:nth-of-type(2) > article > h2
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h2
Navigating challenges and innovations in search technologies
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10,606
[ "Search - Qdrant", "Navigating challenges and innovations in search technologies" ]
/tags/search/
html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div:nth-of-type(1) > div > div:nth-of-type(2) > article > p:nth-of-type(1)
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p
We participated in a podcast on search technologies, specifically with retrieval-augmented generation (RAG) in language models.
[ "tags", "tags/search" ]
10,607
[ "Search - Qdrant", "Navigating challenges and innovations in search technologies" ]
/tags/search/
html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div:nth-of-type(1) > div > div:nth-of-type(2) > article > p:nth-of-type(2)
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p
RAG is a cutting-edge approach in natural language processing (NLP).
[ "tags", "tags/search" ]
10,608
[ "Search - Qdrant", "Navigating challenges and innovations in search technologies" ]
/tags/search/
html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div:nth-of-type(1) > div > div:nth-of-type(2) > article > p:nth-of-type(2)
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p
It uses information retrieval and language generation models.
[ "tags", "tags/search" ]
10,609
[ "Search - Qdrant", "Navigating challenges and innovations in search technologies" ]
/tags/search/
html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div:nth-of-type(1) > div > div:nth-of-type(2) > article > p:nth-of-type(2)
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p
We describe how it can enhance what AI can do to understand, retrieve, and generate human-like text.
[ "tags", "tags/search" ]
10,610
[ "Search - Qdrant" ]
/tags/search/
html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div:nth-of-type(1) > div > div:nth-of-type(2) > article > h3:nth-of-type(1)
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h3
More about RAG
[ "tags", "tags/search" ]
10,611
[ "Search - Qdrant", "More about RAG" ]
/tags/search/
html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div:nth-of-type(1) > div > div:nth-of-type(2) > article > p:nth-of-type(3)
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p
Think of RAG as a system that finds relevant knowledge from a vast database.
[ "tags", "tags/search" ]
10,612
[ "Search - Qdrant", "More about RAG" ]
/tags/search/
html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div:nth-of-type(1) > div > div:nth-of-type(2) > article > p:nth-of-type(3)
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p
It takes your query, finds the best available information, and then provides an answer.
[ "tags", "tags/search" ]
10,613
[ "Search - Qdrant", "More about RAG" ]
/tags/search/
html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div:nth-of-type(1) > div > div:nth-of-type(2) > article > p:nth-of-type(4)
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p
RAG is the next step in NLP.
[ "tags", "tags/search" ]
10,614
[ "Search - Qdrant", "More about RAG" ]
/tags/search/
html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div:nth-of-type(1) > div > div:nth-of-type(2) > article > p:nth-of-type(4)
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p
It goes beyond the limits of traditional generation models by integrating retrieval mechanisms.
[ "tags", "tags/search" ]
10,615
[ "Search - Qdrant", "More about RAG" ]
/tags/search/
html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div:nth-of-type(1) > div > div:nth-of-type(2) > article > p:nth-of-type(4)
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p
With RAG, NLP can access external knowledge sources, databases, and documents.
[ "tags", "tags/search" ]
10,616
[ "Search - Qdrant", "More about RAG" ]
/tags/search/
html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div:nth-of-type(1) > div > div:nth-of-type(2) > article > p:nth-of-type(4)
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p
This ensures more accurate, contextually relevant, and informative output.
[ "tags", "tags/search" ]
10,617
[ "Search - Qdrant", "More about RAG" ]
/tags/search/
html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div:nth-of-type(1) > div > div:nth-of-type(2) > article > p:nth-of-type(5)
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p
With RAG, we can set up more precise language generation as well as better context understanding.
[ "tags", "tags/search" ]
10,618
[ "Search - Qdrant", "More about RAG" ]
/tags/search/
html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div:nth-of-type(1) > div > div:nth-of-type(2) > article > p:nth-of-type(5)
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p
RAG helps us incorporate real-world knowledge into AI-generated text.
[ "tags", "tags/search" ]
10,619
[ "Search - Qdrant", "More about RAG" ]
/tags/search/
html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div:nth-of-type(1) > div > div:nth-of-type(2) > article > p:nth-of-type(5)
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p
This can improve overall performance in tasks such as:
[ "tags", "tags/search" ]
10,620
[ "Search - Qdrant", "More about RAG" ]
/tags/search/
html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div:nth-of-type(1) > div > div:nth-of-type(2) > article > ul:nth-of-type(1) > li:nth-of-type(1)
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li
Answering questions
[ "tags", "tags/search" ]
10,621
[ "Search - Qdrant", "More about RAG" ]
/tags/search/
html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div:nth-of-type(1) > div > div:nth-of-type(2) > article > ul:nth-of-type(1) > li:nth-of-type(2)
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li
Creating summaries
[ "tags", "tags/search" ]
10,622
[ "Search - Qdrant", "More about RAG" ]
/tags/search/
html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div:nth-of-type(1) > div > div:nth-of-type(2) > article > ul:nth-of-type(1) > li:nth-of-type(3)
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li
Setting up conversations
[ "tags", "tags/search" ]
10,623
[ "Search - Qdrant" ]
/tags/search/
html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div:nth-of-type(1) > div > div:nth-of-type(2) > article > h3:nth-of-type(2)
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h3
The importance of evaluation for RAG and LLM
[ "tags", "tags/search" ]
10,624
[ "Search - Qdrant", "The importance of evaluation for RAG and LLM" ]
/tags/search/
html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div:nth-of-type(1) > div > div:nth-of-type(2) > article > p:nth-of-type(6)
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p
Evaluation is crucial for any application leveraging LLMs.
[ "tags", "tags/search" ]
10,625
[ "Search - Qdrant", "The importance of evaluation for RAG and LLM" ]
/tags/search/
html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div:nth-of-type(1) > div > div:nth-of-type(2) > article > p:nth-of-type(6)
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p
It promotes confidence in the quality of the application.
[ "tags", "tags/search" ]
10,626
[ "Search - Qdrant", "The importance of evaluation for RAG and LLM" ]
/tags/search/
html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div:nth-of-type(1) > div > div:nth-of-type(2) > article > p:nth-of-type(6)
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p
It also supports implementation of feedback and improvement loops.
[ "tags", "tags/search" ]
10,627
[ "Search - Qdrant" ]
/tags/search/
html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div:nth-of-type(1) > div > div:nth-of-type(2) > article > h3:nth-of-type(3)
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h3
Unique challenges of evaluating RAG and LLM-based applications
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10,628
[ "Search - Qdrant", "Unique challenges of evaluating RAG and LLM-based applications" ]
/tags/search/
html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div:nth-of-type(1) > div > div:nth-of-type(2) > article > p:nth-of-type(7)
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p
Retrieval is the key to Retrieval Augmented Generation, as it affects quality of the generated response.
[ "tags", "tags/search" ]
10,629
[ "Search - Qdrant", "Unique challenges of evaluating RAG and LLM-based applications" ]
/tags/search/
html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div:nth-of-type(1) > div > div:nth-of-type(2) > article > p:nth-of-type(7)
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p
Potential problems include:
[ "tags", "tags/search" ]
10,630
[ "Search - Qdrant", "Unique challenges of evaluating RAG and LLM-based applications" ]
/tags/search/
html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div:nth-of-type(1) > div > div:nth-of-type(2) > article > ul:nth-of-type(2) > li:nth-of-type(1)
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li
Setting up a defined or expected set of documents, which can be a significant challenge.
[ "tags", "tags/search" ]
10,631
[ "Search - Qdrant", "Unique challenges of evaluating RAG and LLM-based applications" ]
/tags/search/
html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div:nth-of-type(1) > div > div:nth-of-type(2) > article > ul:nth-of-type(2) > li:nth-of-type(2)
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li
Measuring subjectiveness, which relates to how well the data fits or applies to a given domain or use case.
[ "tags", "tags/search" ]
10,632
[ "Search - Qdrant" ]
/tags/search/
html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div:nth-of-type(1) > div > div:nth-of-type(2) > article > h3:nth-of-type(4)
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h3
Podcast Discussion Recap
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10,633
[ "Search - Qdrant", "Podcast Discussion Recap" ]
/tags/search/
html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div:nth-of-type(1) > div > div:nth-of-type(2) > article > p:nth-of-type(8)
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p
In the podcast, we addressed the following:
[ "tags", "tags/search" ]
10,634
[ "Search - Qdrant", "Podcast Discussion Recap" ]
/tags/search/
html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div:nth-of-type(1) > div > div:nth-of-type(2) > article > ul:nth-of-type(3) > li:nth-of-type(1)
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li
Model evaluation(LLM) - Understanding the model at the domain-level for the given use case, supporting required context length and terminology/concept understanding.
[ "tags", "tags/search" ]
10,635
[ "Search - Qdrant", "Podcast Discussion Recap" ]
/tags/search/
html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div:nth-of-type(1) > div > div:nth-of-type(2) > article > ul:nth-of-type(3) > li:nth-of-type(2)
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li
Ingestion pipeline evaluation - Evaluating factors related to data ingestion and processing such as chunk strategies, chunk size, chunk overlap, and more.
[ "tags", "tags/search" ]
10,636
[ "Search - Qdrant", "Podcast Discussion Recap" ]
/tags/search/
html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div:nth-of-type(1) > div > div:nth-of-type(2) > article > ul:nth-of-type(3) > li:nth-of-type(3)
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li
Retrieval evaluation - Understanding factors such as average precision, Distributed cumulative gain (DCG), as well as normalized DCG.
[ "tags", "tags/search" ]
10,637
[ "Search - Qdrant", "Podcast Discussion Recap" ]
/tags/search/
html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div:nth-of-type(1) > div > div:nth-of-type(2) > article > ul:nth-of-type(3) > li:nth-of-type(4)
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li
Generation evaluation(E2E) - Establishing guardrails.
[ "tags", "tags/search" ]
10,638
[ "Search - Qdrant", "Podcast Discussion Recap" ]
/tags/search/
html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div:nth-of-type(1) > div > div:nth-of-type(2) > article > ul:nth-of-type(3) > li:nth-of-type(4)
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li
Evaulating prompts.
[ "tags", "tags/search" ]
10,639
[ "Search - Qdrant", "Podcast Discussion Recap" ]
/tags/search/
html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div:nth-of-type(1) > div > div:nth-of-type(2) > article > ul:nth-of-type(3) > li:nth-of-type(4)
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li
Evaluating the number of chunks needed to set up the context for generation.
[ "tags", "tags/search" ]
10,640
[ "Search - Qdrant" ]
/tags/search/
html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div:nth-of-type(1) > div > div:nth-of-type(2) > article > h3:nth-of-type(5)
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h3
The recording
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10,641
[ "Search - Qdrant", "The recording" ]
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p
Thanks to the DataTalks.Club for organizing this podcast.
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10,642
[ "Search - Qdrant" ]
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h3
Event Alert
[ "tags", "tags/search" ]
10,643
[ "Search - Qdrant", "Event Alert" ]
/tags/search/
html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div:nth-of-type(1) > div > div:nth-of-type(2) > article > p:nth-of-type(10)
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p
If you’re interested in a similar discussion, watch for the recording from the following event, organized by DeepRec.ai.
[ "tags", "tags/search" ]
10,644
[ "Search - Qdrant" ]
/tags/search/
html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div:nth-of-type(1) > div > div:nth-of-type(2) > article > h3:nth-of-type(7)
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h3
Further reading
[ "tags", "tags/search" ]
10,645
[ "Search - Qdrant", "Further reading" ]
/tags/search/
html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div:nth-of-type(1) > div > div:nth-of-type(2) > article > ul:nth-of-type(4) > li:nth-of-type(1)
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li
https://qdrant.tech/blog
[ "tags", "tags/search" ]
10,646
[ "Search - Qdrant", "Further reading" ]
/tags/search/
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li
https://hub.superlinked.com/blog
[ "tags", "tags/search" ]
10,647
[ "Open Source Vector Search Engine and Vector Database - Andrey Vasnetsov - Qdrant" ]
/blog/open-source-vector-search-engine-vector-database/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(1) > h1
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h1
Open Source Vector Search Engine and Vector Database - Andrey Vasnetsov
[ "blog", "blog/open-source-vector-search-engine-vector-database" ]
10,648
[ "Open Source Vector Search Engine and Vector Database - Andrey Vasnetsov - Qdrant", "Open Source Vector Search Engine and Vector Database - Andrey Vasnetsov" ]
/blog/open-source-vector-search-engine-vector-database/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > blockquote:nth-of-type(1) > p
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p
“For systems like Qdrant, scalability and performance in my opinion, is much more important than transactional consistency, so it should be treated as a search engine rather than database.”–
[ "blog", "blog/open-source-vector-search-engine-vector-database" ]
10,649
[ "Open Source Vector Search Engine and Vector Database - Andrey Vasnetsov - Qdrant", "Open Source Vector Search Engine and Vector Database - Andrey Vasnetsov" ]
/blog/open-source-vector-search-engine-vector-database/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > blockquote:nth-of-type(1) > p
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p
Andrey Vasnetsov
[ "blog", "blog/open-source-vector-search-engine-vector-database" ]
10,650
[ "Open Source Vector Search Engine and Vector Database - Andrey Vasnetsov - Qdrant", "Open Source Vector Search Engine and Vector Database - Andrey Vasnetsov" ]
/blog/open-source-vector-search-engine-vector-database/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(1)
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p
Discussing core differences between search engines and databases, Andrey underlined the importance of application needs and scalability in database selection for vector search tasks.
[ "blog", "blog/open-source-vector-search-engine-vector-database" ]
10,651
[ "Open Source Vector Search Engine and Vector Database - Andrey Vasnetsov - Qdrant", "Open Source Vector Search Engine and Vector Database - Andrey Vasnetsov" ]
/blog/open-source-vector-search-engine-vector-database/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(2)
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p
Andrey Vasnetsov, CTO at Qdrant is an enthusiast of Open Source, machine learning, and vector search.
[ "blog", "blog/open-source-vector-search-engine-vector-database" ]
10,652
[ "Open Source Vector Search Engine and Vector Database - Andrey Vasnetsov - Qdrant", "Open Source Vector Search Engine and Vector Database - Andrey Vasnetsov" ]
/blog/open-source-vector-search-engine-vector-database/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(2)
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p
He works on Open Source projects related to Vector Similarity Search and Similarity Learning.
[ "blog", "blog/open-source-vector-search-engine-vector-database" ]
10,653
[ "Open Source Vector Search Engine and Vector Database - Andrey Vasnetsov - Qdrant", "Open Source Vector Search Engine and Vector Database - Andrey Vasnetsov" ]
/blog/open-source-vector-search-engine-vector-database/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(2)
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p
He prefers practical over theoretical, working demo over arXiv paper.
[ "blog", "blog/open-source-vector-search-engine-vector-database" ]
10,654
[ "Open Source Vector Search Engine and Vector Database - Andrey Vasnetsov - Qdrant", "Open Source Vector Search Engine and Vector Database - Andrey Vasnetsov" ]
/blog/open-source-vector-search-engine-vector-database/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(3)
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p
You can watch this episode on YouTube.
[ "blog", "blog/open-source-vector-search-engine-vector-database" ]
10,655
[ "Open Source Vector Search Engine and Vector Database - Andrey Vasnetsov - Qdrant", "Open Source Vector Search Engine and Vector Database - Andrey Vasnetsov" ]
/blog/open-source-vector-search-engine-vector-database/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(4)
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p
This episode is part of the ML⇄DB Seminar Series (Machine Learning for Databases + Databases for Machine Learning) of the Carnegie Mellon University Database Research Group.
[ "blog", "blog/open-source-vector-search-engine-vector-database" ]
10,656
[ "Open Source Vector Search Engine and Vector Database - Andrey Vasnetsov - Qdrant" ]
/blog/open-source-vector-search-engine-vector-database/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > h2:nth-of-type(1)
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h2
Top Takeaways:
[ "blog", "blog/open-source-vector-search-engine-vector-database" ]
10,657
[ "Open Source Vector Search Engine and Vector Database - Andrey Vasnetsov - Qdrant", "Top Takeaways:" ]
/blog/open-source-vector-search-engine-vector-database/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(5)
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p
Dive into the intricacies of vector databases with Andrey as he unpacks Qdrant’s approach to combining filtering and vector search, revealing how in-place filtering during graph traversal optimizes precision without sacrificing search exactness, even when scaling to billions of vectors.
[ "blog", "blog/open-source-vector-search-engine-vector-database" ]
10,658
[ "Open Source Vector Search Engine and Vector Database - Andrey Vasnetsov - Qdrant", "Top Takeaways:" ]
/blog/open-source-vector-search-engine-vector-database/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(6)
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p
5 key insights you’ll learn:
[ "blog", "blog/open-source-vector-search-engine-vector-database" ]
10,659
[ "Open Source Vector Search Engine and Vector Database - Andrey Vasnetsov - Qdrant", "Top Takeaways:" ]
/blog/open-source-vector-search-engine-vector-database/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > ul > li:nth-of-type(1)
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li
🧠 The Strategy of Subgraphs: Dive into how overlapping intervals and geo hash regions can enhance the precision and connectivity within vector search indices.
[ "blog", "blog/open-source-vector-search-engine-vector-database" ]
10,660
[ "Open Source Vector Search Engine and Vector Database - Andrey Vasnetsov - Qdrant", "Top Takeaways:" ]
/blog/open-source-vector-search-engine-vector-database/
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p
🧠 The Strategy of Subgraphs: Dive into how overlapping intervals and geo hash regions can enhance the precision and connectivity within vector search indices.
[ "blog", "blog/open-source-vector-search-engine-vector-database" ]
10,661
[ "Open Source Vector Search Engine and Vector Database - Andrey Vasnetsov - Qdrant", "Top Takeaways:" ]
/blog/open-source-vector-search-engine-vector-database/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > ul > li:nth-of-type(2)
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li
🛠️ Engine vs Database: Discover the differences between search engines and relational databases and why considering your application’s needs is crucial for scalability.
[ "blog", "blog/open-source-vector-search-engine-vector-database" ]
10,662
[ "Open Source Vector Search Engine and Vector Database - Andrey Vasnetsov - Qdrant", "Top Takeaways:" ]
/blog/open-source-vector-search-engine-vector-database/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > ul > li:nth-of-type(2) > p
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p
🛠️ Engine vs Database: Discover the differences between search engines and relational databases and why considering your application’s needs is crucial for scalability.
[ "blog", "blog/open-source-vector-search-engine-vector-database" ]
10,663
[ "Open Source Vector Search Engine and Vector Database - Andrey Vasnetsov - Qdrant", "Top Takeaways:" ]
/blog/open-source-vector-search-engine-vector-database/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > ul > li:nth-of-type(3)
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li
🌐 Combining Searches with Relational Data: Get insights on integrating relational and vector search for improved efficiency and performance.
[ "blog", "blog/open-source-vector-search-engine-vector-database" ]
10,664
[ "Open Source Vector Search Engine and Vector Database - Andrey Vasnetsov - Qdrant", "Top Takeaways:" ]
/blog/open-source-vector-search-engine-vector-database/
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p
🌐 Combining Searches with Relational Data: Get insights on integrating relational and vector search for improved efficiency and performance.
[ "blog", "blog/open-source-vector-search-engine-vector-database" ]
10,665
[ "Open Source Vector Search Engine and Vector Database - Andrey Vasnetsov - Qdrant", "Top Takeaways:" ]
/blog/open-source-vector-search-engine-vector-database/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > ul > li:nth-of-type(4)
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🚅 Speed and Precision Tactics: Uncover the techniques for controlling search precision and speed by tweaking the beam size in HNSW indices.
[ "blog", "blog/open-source-vector-search-engine-vector-database" ]
10,666
[ "Open Source Vector Search Engine and Vector Database - Andrey Vasnetsov - Qdrant", "Top Takeaways:" ]
/blog/open-source-vector-search-engine-vector-database/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > ul > li:nth-of-type(4) > p
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p
🚅 Speed and Precision Tactics: Uncover the techniques for controlling search precision and speed by tweaking the beam size in HNSW indices.
[ "blog", "blog/open-source-vector-search-engine-vector-database" ]
10,667
[ "Open Source Vector Search Engine and Vector Database - Andrey Vasnetsov - Qdrant", "Top Takeaways:" ]
/blog/open-source-vector-search-engine-vector-database/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > ul > li:nth-of-type(5)
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🔗 Connected Graph Challenges: Learn about navigating the difficulties of maintaining a connected graph while filtering during search operations.
[ "blog", "blog/open-source-vector-search-engine-vector-database" ]
10,668
[ "Open Source Vector Search Engine and Vector Database - Andrey Vasnetsov - Qdrant", "Top Takeaways:" ]
/blog/open-source-vector-search-engine-vector-database/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > ul > li:nth-of-type(5) > p
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p
🔗 Connected Graph Challenges: Learn about navigating the difficulties of maintaining a connected graph while filtering during search operations.
[ "blog", "blog/open-source-vector-search-engine-vector-database" ]
10,669
[ "Open Source Vector Search Engine and Vector Database - Andrey Vasnetsov - Qdrant", "Top Takeaways:" ]
/blog/open-source-vector-search-engine-vector-database/
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p
Fun Fact: The Qdrant system is capable of in-place filtering during graph traversal, which is a novel approach compared to traditional post-filtering methods, ensuring the correct quantity of results that meet the filtering conditions.
[ "blog", "blog/open-source-vector-search-engine-vector-database" ]
10,670
[ "Open Source Vector Search Engine and Vector Database - Andrey Vasnetsov - Qdrant" ]
/blog/open-source-vector-search-engine-vector-database/
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Timestamps:
[ "blog", "blog/open-source-vector-search-engine-vector-database" ]
10,671
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/blog/open-source-vector-search-engine-vector-database/
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p
00:00 Search professional with expertise in vectors and engines.09:59 Elasticsearch: scalable, weak consistency, prefer vector search.12:53 Optimize data structures for faster processing efficiency.21:41 Vector indexes require special treatment, like HNSW’s proximity graph and greedy search.23:16 HNSW index: approximate, precision control, CPU intensive.30:06 Post-filtering inefficient, prefiltering costly.34:01 Metadata-based filters; creating additional connecting links.41:41 Vector dimension impacts comparison speed, indexing complexity high.46:53 Overlapping intervals and subgraphs for precision.53:18 Postgres limits scalability, additional indexing engines provide faster queries.59:55 Embedding models for time series data explained.01:02:01 Cheaper system for serving billion vectors.
[ "blog", "blog/open-source-vector-search-engine-vector-database" ]
10,672
[ "Open Source Vector Search Engine and Vector Database - Andrey Vasnetsov - Qdrant" ]
/blog/open-source-vector-search-engine-vector-database/
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h2
More Quotes from Andrey:
[ "blog", "blog/open-source-vector-search-engine-vector-database" ]
10,673
[ "Open Source Vector Search Engine and Vector Database - Andrey Vasnetsov - Qdrant", "More Quotes from Andrey:" ]
/blog/open-source-vector-search-engine-vector-database/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(8)
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p
“It allows us to compress vector to a level where a single dimension is represented by just a single bit, which gives total of 32 times compression for the vector.”–
[ "blog", "blog/open-source-vector-search-engine-vector-database" ]
10,674
[ "Open Source Vector Search Engine and Vector Database - Andrey Vasnetsov - Qdrant", "More Quotes from Andrey:" ]
/blog/open-source-vector-search-engine-vector-database/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(8)
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p
Andrey Vasnetsov on vector compression in AI
[ "blog", "blog/open-source-vector-search-engine-vector-database" ]
10,675
[ "Open Source Vector Search Engine and Vector Database - Andrey Vasnetsov - Qdrant", "More Quotes from Andrey:" ]
/blog/open-source-vector-search-engine-vector-database/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(9)
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p
“We build overlapping intervals and we build these subgraphs with additional links for those intervals.
[ "blog", "blog/open-source-vector-search-engine-vector-database" ]
10,676
[ "Open Source Vector Search Engine and Vector Database - Andrey Vasnetsov - Qdrant", "More Quotes from Andrey:" ]
/blog/open-source-vector-search-engine-vector-database/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(9)
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p
And also we can do the same with, let’s say, location data where we have geocoordinates, so latitude, longitude, we encode it into geo hashes and basically build this additional graph for overlapping geo hash regions.”–
[ "blog", "blog/open-source-vector-search-engine-vector-database" ]
10,677
[ "Open Source Vector Search Engine and Vector Database - Andrey Vasnetsov - Qdrant", "More Quotes from Andrey:" ]
/blog/open-source-vector-search-engine-vector-database/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(9)
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p
Andrey Vasnetsov
[ "blog", "blog/open-source-vector-search-engine-vector-database" ]
10,678
[ "Open Source Vector Search Engine and Vector Database - Andrey Vasnetsov - Qdrant", "More Quotes from Andrey:" ]
/blog/open-source-vector-search-engine-vector-database/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(10)
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p
“We can further compress data using such techniques as delta encoding, as variable byte encoding, and so on.
[ "blog", "blog/open-source-vector-search-engine-vector-database" ]
10,679
[ "Open Source Vector Search Engine and Vector Database - Andrey Vasnetsov - Qdrant", "More Quotes from Andrey:" ]
/blog/open-source-vector-search-engine-vector-database/
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p
And this total effect, total combined effect of this optimization can make immutable data structures order of minute more efficient than mutable ones.”–
[ "blog", "blog/open-source-vector-search-engine-vector-database" ]
10,680
[ "Open Source Vector Search Engine and Vector Database - Andrey Vasnetsov - Qdrant", "More Quotes from Andrey:" ]
/blog/open-source-vector-search-engine-vector-database/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(10)
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p
Andrey Vasnetsov
[ "blog", "blog/open-source-vector-search-engine-vector-database" ]
10,681
[ "Vector Search Engine - Qdrant" ]
/tags/vector-search-engine/
html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div:nth-of-type(1) > div > div:nth-of-type(2) > article > blockquote:nth-of-type(1) > p
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p
“For systems like Qdrant, scalability and performance in my opinion, is much more important than transactional consistency, so it should be treated as a search engine rather than database.”–
[ "tags", "tags/vector-search-engine" ]
10,682
[ "Vector Search Engine - Qdrant" ]
/tags/vector-search-engine/
html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div:nth-of-type(1) > div > div:nth-of-type(2) > article > blockquote:nth-of-type(1) > p
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Andrey Vasnetsov
[ "tags", "tags/vector-search-engine" ]
10,683
[ "Vector Search Engine - Qdrant" ]
/tags/vector-search-engine/
html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div:nth-of-type(1) > div > div:nth-of-type(2) > article > p:nth-of-type(1)
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Discussing core differences between search engines and databases, Andrey underlined the importance of application needs and scalability in database selection for vector search tasks.
[ "tags", "tags/vector-search-engine" ]
10,684
[ "Vector Search Engine - Qdrant" ]
/tags/vector-search-engine/
html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div:nth-of-type(1) > div > div:nth-of-type(2) > article > p:nth-of-type(2)
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p
Andrey Vasnetsov, CTO at Qdrant is an enthusiast of Open Source, machine learning, and vector search.
[ "tags", "tags/vector-search-engine" ]
10,685
[ "Vector Search Engine - Qdrant" ]
/tags/vector-search-engine/
html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div:nth-of-type(1) > div > div:nth-of-type(2) > article > p:nth-of-type(2)
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p
He works on Open Source projects related to Vector Similarity Search and Similarity Learning.
[ "tags", "tags/vector-search-engine" ]
10,686
[ "Vector Search Engine - Qdrant" ]
/tags/vector-search-engine/
html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div:nth-of-type(1) > div > div:nth-of-type(2) > article > p:nth-of-type(2)
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p
He prefers practical over theoretical, working demo over arXiv paper.
[ "tags", "tags/vector-search-engine" ]
10,687
[ "Vector Search Engine - Qdrant" ]
/tags/vector-search-engine/
html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div:nth-of-type(1) > div > div:nth-of-type(2) > article > p:nth-of-type(3)
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p
You can watch this episode on YouTube.
[ "tags", "tags/vector-search-engine" ]
10,688
[ "Vector Search Engine - Qdrant" ]
/tags/vector-search-engine/
html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div:nth-of-type(1) > div > div:nth-of-type(2) > article > p:nth-of-type(4)
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p
This episode is part of the ML⇄DB Seminar Series (Machine Learning for Databases + Databases for Machine Learning) of the Carnegie Mellon University Database Research Group.
[ "tags", "tags/vector-search-engine" ]
10,689
[ "Vector Search Engine - Qdrant" ]
/tags/vector-search-engine/
html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div:nth-of-type(1) > div > div:nth-of-type(2) > article > h2:nth-of-type(1)
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h2
Top Takeaways:
[ "tags", "tags/vector-search-engine" ]
10,690
[ "Vector Search Engine - Qdrant", "Top Takeaways:" ]
/tags/vector-search-engine/
html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div:nth-of-type(1) > div > div:nth-of-type(2) > article > p:nth-of-type(5)
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p
Dive into the intricacies of vector databases with Andrey as he unpacks Qdrant’s approach to combining filtering and vector search, revealing how in-place filtering during graph traversal optimizes precision without sacrificing search exactness, even when scaling to billions of vectors.
[ "tags", "tags/vector-search-engine" ]
10,691
[ "Vector Search Engine - Qdrant", "Top Takeaways:" ]
/tags/vector-search-engine/
html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div:nth-of-type(1) > div > div:nth-of-type(2) > article > p:nth-of-type(6)
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p
5 key insights you’ll learn:
[ "tags", "tags/vector-search-engine" ]
10,692
[ "Vector Search Engine - Qdrant", "Top Takeaways:" ]
/tags/vector-search-engine/
html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div:nth-of-type(1) > div > div:nth-of-type(2) > article > ul > li:nth-of-type(1)
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li
🧠 The Strategy of Subgraphs: Dive into how overlapping intervals and geo hash regions can enhance the precision and connectivity within vector search indices.
[ "tags", "tags/vector-search-engine" ]
10,693
[ "Vector Search Engine - Qdrant", "Top Takeaways:" ]
/tags/vector-search-engine/
html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div:nth-of-type(1) > div > div:nth-of-type(2) > article > ul > li:nth-of-type(1) > p
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p
🧠 The Strategy of Subgraphs: Dive into how overlapping intervals and geo hash regions can enhance the precision and connectivity within vector search indices.
[ "tags", "tags/vector-search-engine" ]
10,694
[ "Vector Search Engine - Qdrant", "Top Takeaways:" ]
/tags/vector-search-engine/
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li
🛠️ Engine vs Database: Discover the differences between search engines and relational databases and why considering your application’s needs is crucial for scalability.
[ "tags", "tags/vector-search-engine" ]
10,695
[ "Vector Search Engine - Qdrant", "Top Takeaways:" ]
/tags/vector-search-engine/
html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div:nth-of-type(1) > div > div:nth-of-type(2) > article > ul > li:nth-of-type(2) > p
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p
🛠️ Engine vs Database: Discover the differences between search engines and relational databases and why considering your application’s needs is crucial for scalability.
[ "tags", "tags/vector-search-engine" ]
10,696
[ "Vector Search Engine - Qdrant", "Top Takeaways:" ]
/tags/vector-search-engine/
html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div:nth-of-type(1) > div > div:nth-of-type(2) > article > ul > li:nth-of-type(3)
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li
🌐 Combining Searches with Relational Data: Get insights on integrating relational and vector search for improved efficiency and performance.
[ "tags", "tags/vector-search-engine" ]
10,697
[ "Vector Search Engine - Qdrant", "Top Takeaways:" ]
/tags/vector-search-engine/
html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div:nth-of-type(1) > div > div:nth-of-type(2) > article > ul > li:nth-of-type(3) > p
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p
🌐 Combining Searches with Relational Data: Get insights on integrating relational and vector search for improved efficiency and performance.
[ "tags", "tags/vector-search-engine" ]
10,698
[ "Vector Search Engine - Qdrant", "Top Takeaways:" ]
/tags/vector-search-engine/
html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div:nth-of-type(1) > div > div:nth-of-type(2) > article > ul > li:nth-of-type(4)
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li
🚅 Speed and Precision Tactics: Uncover the techniques for controlling search precision and speed by tweaking the beam size in HNSW indices.
[ "tags", "tags/vector-search-engine" ]
10,699