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# vectordatabase

Vector databases are purpose-built databases that are specialized to tackle the problems that arise when managing vector embeddings in production scenarios.

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Cover image for Quantize Your Vectors, Speed Up Your Java AI Applications

Tim Kelly for MongoDB

Sep 8

Quantize Your Vectors, Speed Up Your Java AI Applications

#mongodb #java #ai #vectordatabase

20 min read

Kirill Polishchuk

Sep 4

Building a 'Chat with Your Logs' System on AWS Using OpenSearch Serverless and Bedrock

#ai #serverless #vectordatabase #rag

7 min read

Cover image for The Missing Link: How to Retrieve Full Documents with AWS S3 Vectors

Matthieu Lienart

Sep 14

The Missing Link: How to Retrieve Full Documents with AWS S3 Vectors

#aws #rag #vectordatabase

3 min read

Cover image for Furniture Image Classification Using TypeScript + BilberryDB SDK vs. No-Code Approach

Ravinthiran Partheepan

Aug 31

Furniture Image Classification Using TypeScript + BilberryDB SDK vs. No-Code Approach

#typescript #vectordatabase #deeplearning #machinelearning

4 min read

David Mezzetti for NeuML

Aug 28

💡 What's new in txtai 9.0

#ai #llm #rag #vectordatabase

5 min read

PSBigBig

Aug 28

Day 7 — FAISS empty vectors, metric mismatch, and recall collapse (ProblemMap No.8)

#rag #vectordatabase #programming #ai

3 min read

PSBigBig

Aug 26

Semantic Embedding in RAG: why close vectors still miss meaning and how to fix it

#vectordatabase #machinelearning #rag #ai

4 min read

Cover image for Crafting a Monster Hunter Wilds AI Assistant: Scrapy, Vector Search & Prompt Engineering

Aug 12

Crafting a Monster Hunter Wilds AI Assistant: Scrapy, Vector Search & Prompt Engineering

#llm #rag #webscraping #vectordatabase

8 min read

Cover image for Building with Generative AI: Lessons from 5 Projects Part 2: Embedding

Zack

Aug 11

Building with Generative AI: Lessons from 5 Projects Part 2: Embedding

#ai #programming #vectordatabase #learning

9 min read

Cover image for 🧠 GenAI as a Backend Engineer: Part 2 - Vector DBs

Ayush

Aug 9

🧠 GenAI as a Backend Engineer: Part 2 - Vector DBs

#ai #python #vectordatabase

3 min read

Cover image for Vector Database: Core Concepts

Sep 4

Vector Database: Core Concepts

#vectordatabase #elasticsearch #rag #python

4 min read

Jul 26

Snowflake AI_EMBED Function - Your Gateway to Unified Multimodal Vector Search

#snowflake #vectordatabase #multimodal #rag

5 min read

Cover image for Sub-millisecond similarity search on IVF indexes with PDX

Jul 25

Sub-millisecond similarity search on IVF indexes with PDX

#similaritysearch #vectordatabase #programming #rag

6 min read

Dishit Dhanesha

Jul 25

⚡ Implementing Semantic Search (Vector Search) Using Amazon S3 Vectors

#vectordatabase #aws #ai #nlp

3 min read

Cover image for Vector Databases for Data Scientists: What, Why, and When to Use Them

Jul 22

Vector Databases for Data Scientists: What, Why, and When to Use Them

#vectordatabase #ai #semanticsearch #machinelearning

4 min read

Cover image for Is your Vector Database Really Fast?

Ricardo Ferreira for Redis

Jul 22

Is your Vector Database Really Fast?

#vectordatabase #database #dataengineering #performance

9 min read

Haripriya Veluchamy

Aug 25

My Journey with Sentence Transformers, OpenAI Embeddings, and Vector Databases

#ai #vectordatabase #openai #beginners

3 min read

Cover image for Hybrid vector + text Search in the terminal with SurrealDB and Ratatui

Dave MacLeod for SurrealDB

Aug 21

Hybrid vector + text Search in the terminal with SurrealDB and Ratatui

#terminal #database #vectordatabase #surrealdb

21 min read

Cover image for Binary Quantization: the 1-bit trick that turns terabytes of vectors into pocket-sized fingerprints

Abhishek Gautam

Jul 18

Binary Quantization: the 1-bit trick that turns terabytes of vectors into pocket-sized fingerprints

#vectordatabase #ai #rag

7 min read

Cover image for halfvec: Half the Bits, Twice the speed?

Abhishek Gautam

Jul 17

halfvec: Half the Bits, Twice the speed?

#rag #vectordatabase #ai #openai

7 min read

Cover image for How to Build a Global Search Engine Using Vector Embeddings

Offor Francis Chidoziem

Jul 15

How to Build a Global Search Engine Using Vector Embeddings

#webdev #programming #vectordatabase #elasticsearch

4 min read

Cover image for Automate Vector Database Update with AWS and CircleCI

Jul 15

Automate Vector Database Update with AWS and CircleCI

#aws #lambda #cicd #vectordatabase

21 min read

Cover image for Use Cases for HNSW-SQLite Library

Praveen

Jul 18

Use Cases for HNSW-SQLite Library

#rag #vectordatabase #webdev #programming

2 min read

Cover image for Designing Data Systems with Vector Embeddings using Redis Vector Sets

Ricardo Ferreira for Redis

Aug 3

Designing Data Systems with Vector Embeddings using Redis Vector Sets

#programming #vectordatabase #redis #vectorsets

8 min read

Cover image for Databend Monthly Report（June 2025）

ksanaka

Jul 8

Databend Monthly Report（June 2025）

#datascience #development #database #vectordatabase

5 min read

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