Build an end-to-end RAG solution using Knowledge Bases for Amazon Bedrock and AWS CloudFormation

TutoSartup excerpt from this article:
Set up the solution When the prerequisite steps are complete, you’re ready to set up the solution: Clone the GitHub repository containing the solution files: git clone https://github... Building and deploying these components can be complex and error-prone, especially when dealing with large-scale data and models... This post demonstrates how to seamlessly automate the deployme...

Faster LLMs with speculative decoding and AWS Inferentia2

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In recent years, we have seen a big increase in the size of large language models (LLMs) used to solve natural language processing (NLP) tasks such as question answering and text summarization... Larger models with more parameters, which are in the order of hundreds of billions at the time of writing, tend to produce better results... Thus, customers often experiment with larger and newer models t...

Catalog, query, and search audio programs with Amazon Transcribe and Knowledge Bases for Amazon Bedrock

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Amazon Transcribe is an AWS AI service that makes it straightforward to convert speech to text... Amazon Bedrock is a fully managed service that offers a choice of high-performing foundation models (FMs) from leading AI companies through a single API, along with a broad set of capabilities to build generative AI applications with security, privacy, and responsible AI... In this post, we show how...

AWS Weekly Roundup: Amazon Q Business, AWS CloudFormation, Amazon WorkSpaces update, and more (Aug 5, 2024)

TutoSartup excerpt from this article:
Git sync status changes publish to Amazon EventBridge — AWS CloudFormation Git sync is a very handy feature that can help streamline your DevOps operations by allowing you to automatically update your AWS CloudFormation stacks whenever you commit changes to the template or deployment file in source control... Amazon Bedrock is now a FedRAMP High authorized service in the AWS GovCloud (US-West)...

SaaS authentication: Identity management with Amazon Cognito user pools

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The silo model isolates tenants in dedicated resources... The pool model shares resources between tenants... For example, you could have a siloed tier for sensitive tenant data along with a pooled tier for shared functionality... Pattern 1: Representing SaaS identity with custom attributes To implement multi-tenancy in a SaaS application, tenant context needs to be associated with user identity...

Build AI-enabled applications with Azure AI and NVIDIA

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Learn how Azure AI, combined with NVIDIA AI, can help you create innovative and intelligent solutions using your preferred tools and workflows...To alleviate these challenges, developers can benefit from the combined benefits of Azure AI—a set of cloud-based AI and machine learning services that can help you build, train, and deploy AI-enabled applications with ease—and the NVIDIA AI platf...

How AWS tracks the cloud’s biggest security threats and helps shut them down

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Threat intelligence that can fend off security threats before they happen requires not just smarts, but the speed and worldwide scale that only AWS can offer... One of the ways we help secure data on AWS is with an industry-leading threat intelligence program where we identify and stop many kinds of malicious online activities that could harm or disrupt our customers or our infrastructure... Produ...