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Как гуманитарий за 2 месяца с нуля RAG систему построил, или Парсинг PDF по-хардкору Добрый день. Сегодня я расс...

#RAG #машинное #обучение. #нейросети #python #NLP #Построение #поисковых #систем #FAISS #BM25

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MindsDB now supports FAISS! 🚀

Our team built Knowledge Bases with PGVector and FAISS as the storages, and compared their performance.

Which one do you think performed better?

Watch the recording of the demo here to find out! www.youtube.com/watch?v=Vfex...
#FAISS #KnowledgeBase

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In our latest blog, Andriy Burkov - Ph.D & AI Expert, shows how to build AI Knowledge Bases at scale with MindsDB—using 2M Stack Overflow posts to compare PGVector vs FAISS, add metadata filters, and power AI agents.
mindsdb.com/blog/buildin...
#AI #FAISS #python

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Un chatbot sin contexto alucina.
Con #RAG recupera conocimiento real antes de responder.

Javier Aranda nos explica cómo crear un #chatbot con #IA, #LangChain, #FAISS y #Streamlit usando documentación real como base.

👉 https://f.mtr.cool/kkphitzjmd

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MultiSearch Tag Explorer MultiSearch Tag Explorer - Explore tags and search results by aéPiot

#LAST OF #THE #SUMMER #WINE #SERIES 12
multi-search-tag-explorer.headlines-world.com/advanced-sea...
#BRIAN #DABOLL
multi-search-tag-explorer.aepiot.com/advanced-sea...
IN #MEMORY OF #THEO #FAISS
aepiot.ro/advanced-sea...
aepiot.ro

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Christmas demo #vala #gtk #tree-sitter #llm #faiss

Code search tool using semantic search demo (since we normalized the vectors - the results are quite good)

#qwen3-coder:3b using tools and reading files

still plenty of UI issue to solve but the fun stuff delivering results now.

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screenshot of the example.sh  running not re-indexing, and searching using faiss

screenshot of the example.sh running not re-indexing, and searching using faiss

todays update
* replaced the embed with a real vectore db - #faiss
* no more specificing database - now in ~/.local/share/semantic_code_search
* one big database for all code
* search - specify which files to search and/or specific language(s).
* updating of code only update the file you changed

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Awakari App

Building a Lightweight RAG System for Job Title Matching Using SBERT, FAISS, and LLMs Second article of the Potential Talents series, exploring an alternative path to efficient job-title similarity...

#llama-3 #faiss #rags #machine-learning #llm

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🚀 Introducing Lucene-on-Faiss

⚡ 2x boost in search throughput
💡 Decrease memory limitations

📖 Blog: opensearch.org/blog/lucene-...

#OpenSearch #VectorSearch #Lucene #Faiss #AI #GenerativeAI #ANN #SearchTech

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If AI Bugs Are Mathematical, AGI Might Arrive Early What if most AI “bugs” are not mystical at all, but measurable fractures in the geometry of our embedding space? If the failures live in…

If AI Bugs Are Mathematical, AGI Might Arrive Early What if most AI “bugs” are not mystical at all, but measurable fractures in the geometry of our embedding space? If the failures live in… C...

#chatgpt #machine-learning #artificial-intelligence #faiss #rags

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Awakari App

Day 9 · When a reranker hides your retrieval debt (№5, №6) Most teams flip on a strong reranker, the offline chart looks great, everyone relaxes. A week later production traffic lands and the ...

#reasoning #data-science #machine-learning #llm #faiss

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Procesamiento de Contenido Multimodal con Strands Agent: Capacidad de Recordar usando Strands y FAISS 🇻🇪🇨🇱 Dev.to LinkedIn GitHub Twitter Instagram YouTube Linktr ...

📢🚨Nuevo blog #AWSEspanol en #devto: Procesamiento de Contenido Multimodal con Strands Agent: Capacidad de Recordar usando Strands y FAISS

#AI #FAISS #AWS #Multimodal #Memory

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FAISS: The Vector Search Engine Powering Modern AI Applications The landscape of artificial intelligence has fundamentally shifted toward vector-based representations of data. Whether we’re analyzing…

FAISS: The Vector Search Engine Powering Modern AI Applications The landscape of artificial intelligence has fundamentally shifted toward vector-based representations of data. Whether we’re analy...

#data-science #chatbots #machine-learning #indexing #faiss

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Make Your Offline AI Model Talk to Local SQL — Fully Private RAG with LLaMA + FAISS
Make Your Offline AI Model Talk to Local SQL — Fully Private RAG with LLaMA + FAISS YouTube video by Hassan Habib

🚀 New video:

“Make Your Offline AI Model Talk to Local SQL”

A full RAG system using:
SQL Server
FAISS
SentenceTransformer
Local LLaMA via llama.cpp
🔌 All offline. All yours.
🎥 www.youtube.com/watch?v=3jFp...

#AI #Offline #RAG #FAISS #LLaMA #LLM

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Memvid uses vector embeddings for semantic search:

💡 Embeddings represent the text chunks but are not stored in the video
💾 Embeddings live in a separate #FAISS index which also maps them to their corresponding video frames
🗺️ This index facilitates the retrieval process 🔎

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But it's a pretty creative use of #MP4 videos to serve as a text chunks database for #RAG, alongside a #FAISS index.

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Сравниваем быстродействие новой функциональности Cli...

habr.com/ru/companies/infowatch/a...

#clickhouse #knn #faiss #hnsw

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Original post on medium.com

How to Build a RAG System from Scratch using LangChain and FAISS Language models like GPT-4 and C...

medium.com/@Thoughts_by_Akansha/how...

#retrieval-augmented-gen […]

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If AI concepts were food! Which one are you ordering off the AI menu?

Comment below!

#GenerativeAI #NLP #RAG #LangChain #HuggingFace #FAISS #IBMgranite #AIthoughts #TechTalk

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Как я победил в RAG Challenge: от нуля до SoTA за один конкурс ...

habr.com/ru/articles/893356/

#RAG #Docling #векторный #поиск #retrieval #augmented #generation #question #answering #LLM #FAISS

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Как я победил в RAG Challenge: от нуля до SoTA за один конкурс ...

habr.com/ru/articles/893356/

#RAG #Docling #векторный #поиск #retrieval #augmented #generation #question #answering #LLM #FAISS

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Как я победил в RAG Challenge: от нуля до SoTA за один конкурс

Как я победил в RAG Challenge: от нуля до SoTA за один конкурс ...

https://www.pvsm.ru/gpt/414356

#chatgpt #Docling #faiss #gpt #llm #question #answering #rag #retrieval #augmented #generation

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𝗟𝗮𝗻𝗴𝗳𝗹𝗼𝘄 𝗜𝗻-𝗠𝗲𝗺𝗼𝗿𝘆 𝗥𝗲𝘁𝗿𝗶𝗲𝘃𝗮𝗹 𝗔𝗴𝗲𝗻𝘁 𝗘𝘅𝗽𝗹𝗮𝗶𝗻𝗲𝗱 𝗶𝗻 𝟭 𝗠𝗶𝗻!

Explore the power of in-memory agentic RAG with Langflow in this concise tutorial.



#Langflow #RAG #FAISS #OpenAI

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𝗟𝗮𝗻𝗴𝗳𝗹𝗼𝘄 𝗜𝗻-𝗠𝗲𝗺𝗼𝗿𝘆 𝗥𝗲𝘁𝗿𝗶𝗲𝘃𝗮𝗹 𝗔𝗴𝗲𝗻𝘁 𝗘𝘅𝗽𝗹𝗮𝗶𝗻𝗲𝗱 𝗶𝗻 𝟭 𝗠𝗶𝗻!

Explore the power of in-memory agentic RAG with Langflow in this concise tutorial.



#Langflow #RAG #FAISS #OpenAI

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