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Technical How-to

Use Amazon Transcribe and Knowledge Bases for Amazon Bedrock to organize, search, and analyze audio programs.

Information retrieval systems like search engines and databases have revolutionized the digital age with their ability to manage and analyze vast amounts of data rapidly and efficiently, largely based on keywords and fields in data files. With increasing volumes of audio and video files, retrieving pertinent data could be challenging as it commonly involves manual…

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Speedier LLMs through theoretical deciphering and AWS Inferentia2.

Large language models (LLMs), used to solve natural language processing (NLP) tasks, have seen a significant increase in their size. This increase dramatically improves the model's performance, with larger models scoring better on tasks such as reading comprehension. However, these larger models require more computation and are more costly to deploy. The role of larger models…

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Develop a comprehensive RAG solution utilizing Knowledge Databases for Amazon Bedrock and AWS CloudFormation.

Retrieval Augmented Generation (RAG) is a cutting-edge method for constructing question answering systems, blending retrieval and foundation model capabilities. This unique approach first draws relevant data from a large body of text, using a foundation model to forge an answer from the collated information. Setting up an RAG system entails several elements such as a…

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GraphStorm 0.3: User-friendly APIs offering scalable, multitasking learning on graphs.

GraphStorm, a low-code enterprise graph machine learning (GML) framework designed for building, training, and deploying GML solutions swiftly on complex, large-scale graphs, announces the launch of GraphStorm 0.3. The new version includes native support for multi-task learning on graphs, enabling users to define multiple training targets on different nodes and edges within a single training…

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Establish a connection between Amazon Q Business and Microsoft SharePoint Online using minimal privilege access controls.

Amazon's Q Business application links with Microsoft's SharePoint Online, leveraging generative artificial intelligence to provide employees with company data and insights. This process involves the use of Amazon Q Business Connectors. In this post, least privilege access controls and best practices suggested by the Microsoft SharePoint Dev Support Team are utilized. The Sites.Selected application permission scope…

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Shift your use of Amazon Forecast towards Amazon SageMaker Canvas.

Amazon Forecast, launched in 2019, is a service that offers artificial intelligence (AI)-based forecasting via statistical and machine learning (ML) algorithms. However, many users have shifted their interests to Amazon SageMaker Canvas for benefits such as faster model building, lower costs, enhanced features and overall improved transparency. SageMaker Canvas was launched as a response to the…

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