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Enhance your Amazon Redshift cloud data warehouse with easier, simpler, and faster machine learning using Amazon SageMaker Canvas

AWS Machine Learning Blog

For this post we’ll use a provisioned Amazon Redshift cluster. Set up the Amazon Redshift cluster We’ve created a CloudFormation template to set up the Amazon Redshift cluster. Implementation steps Load data to the Amazon Redshift cluster Connect to your Amazon Redshift cluster using Query Editor v2.

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Multi-tenancy in RAG applications in a single Amazon Bedrock knowledge base with metadata filtering

AWS Machine Learning Blog

Additionally, we dive into integrating common vector database solutions available for Amazon Bedrock Knowledge Bases and how these integrations enable advanced metadata filtering and querying capabilities. Metadata filtering allows you to segment data inside of an OpenSearch Serverless vector database.

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Google Research, 2022 & beyond: Algorithmic advances

Google Research AI blog

In 2022, we continued this journey, and advanced the state-of-the-art in several related areas. We continued our efforts in developing new algorithms for handling large datasets in various areas, including unsupervised and semi-supervised learning , graph-based learning , clustering , and large-scale optimization.

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Identification of potential biomarkers for 2022 Mpox virus infection: a transcriptomic network analysis and machine learning approach

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Monkeypox virus (MPXV), a zoonotic pathogen, re-emerged in 2022 with the Clade IIb variant, raising global health concerns due to its unprecedented spread in non-endemic regions. Comparative differential gene expression (DGE) analysis revealed 798 DEGs exclusive to the 2022 MPXV invasion in the skin cell types& (keratinocytes).

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Benchmarking Amazon Nova and GPT-4o models with FloTorch

AWS Machine Learning Blog

simple Finance Did meta have any mergers or acquisitions in 2022? Vector database FloTorch selected Amazon OpenSearch Service as a vector database for its high-performance metrics. The implementation included a provisioned three-node sharded OpenSearch Service cluster. Each provisioned node was r7g.4xlarge,

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Not Forgotten

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In 2022, security wasn’t in the news as often as it was in 2020 and 2021. Database Proliferation Years ago, I wrote that NoSQL wasn’t a database technology; it was a movement. It was a movement that affirmed the development and use of database architectures other than the relational database.

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Use DeepSeek with Amazon OpenSearch Service vector database and Amazon SageMaker

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This post shows you how to set up RAG using DeepSeek-R1 on Amazon SageMaker with an OpenSearch Service vector database as the knowledge base. Complete the following steps: On the OpenSearch Service console, choose Dashboard under Managed clusters in the navigation pane. In 2022, it was 18,867,000, and in 2023, it's 18,937,000.