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Spann: Highly-Efficient Billion-Scale Approximate Nearest Neighbor Search (2021)

Hacker News

The in-memory algorithms for approximate nearest neighbor search (ANNS) have achieved great success for fast high-recall search, but are extremely expensive when handling very large scale database. Thus, there is an increasing request for the hybrid ANNS solutions with small memory and inexpensive solid-state drive (SSD).

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Enhance customer support with Amazon Bedrock Agents by integrating enterprise data APIs

AWS Machine Learning Blog

They can ask questions like “What wiper blades fit a 2021 Honda CR-V?” The Lambda function runs the database query against the appropriate OpenSearch Service indexes, searching for exact matches or using fuzzy matching for partial information. Use database functions for searches and compatibility checks.

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From RAG to fabric: Lessons learned from building real-world RAGs at GenAIIC – Part 2

AWS Machine Learning Blog

The available data sources are: Stock Prices Database Contains historical stock price data for publicly traded companies. Analyst Notes Database Knowledge base containing reports from Analysts on their interpretation and analyis of economic events. Stock Prices Database The question is about a stock price.

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IBM acquires Seek AI and launches Watsonx AI Labs in NYC

Dataconomy

Founded in 2021 and based in New York City, Seek AI provides tools that enable businesses to leverage data. The company’s software translates natural language questions into database queries, performing data analysis and summarization through a chatbot interface.

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Create a multimodal chatbot tailored to your unique dataset with Amazon Bedrock FMs

AWS Machine Learning Blog

Solution overview For our custom multimodal chat assistant, we start by creating a vector database of relevant text documents that will be used to answer user queries. Based on the car listings provided, the 2021 Tesla Model 3 for sale seems most similar to the car you are interested in. turbocharged engine.

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Your next phone will live longer thanks to Brussels

Dataconomy

Scanning the energy label links directly to the EPREL database, revealing granular specs, spare-part availability windows, and software-update commitments. France pioneered a voluntary repairability index in 2021, but EU smartphone ecodesign 2025 makes a harmonised, enforceable version mandatory across the single market.

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Build an intelligent multi-agent business expert using Amazon Bedrock

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Amazon Redshift is a database optimized for online analytical processing (OLAP), which generally entails analyzing large amounts of data and performing complex analysis, as might be done by analysts looking at historical stock prices. The second trial ran from August 2021 to August 2022 with 400 participants. June 2019 - May 2020 2.

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