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Architect defense-in-depth security for generative AI applications using the OWASP Top 10 for LLMs

AWS Machine Learning - AI

Many customers are looking for guidance on how to manage security, privacy, and compliance as they develop generative AI applications. This post provides three guided steps to architect risk management strategies while developing generative AI applications using LLMs.

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The journey of PGA TOUR’s generative AI virtual assistant, from concept to development to prototype

AWS Machine Learning - AI

Generative artificial intelligence (generative AI) has enabled new possibilities for building intelligent systems. Recent improvements in Generative AI based large language models (LLMs) have enabled their use in a variety of applications surrounding information retrieval.

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Automating product description generation with Amazon Bedrock

AWS Machine Learning - AI

This is where Amazon Bedrock with its generative AI capabilities steps in to reshape the game. In this post, we dive into how Amazon Bedrock is transforming the product description generation process, empowering e-retailers to efficiently scale their businesses while conserving valuable time and resources.

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Cost-effective document classification using the Amazon Titan Multimodal Embeddings Model

AWS Machine Learning - AI

An Amazon S3 object notification event invokes the embedding AWS Lambda function. The Lambda function reads the document image and translates the image into embeddings by calling Amazon Bedrock and using the Amazon Titan Multimodal Embeddings model. The classification Lambda function receives the Amazon S3 object notification.

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Easily build semantic image search using Amazon Titan

AWS Machine Learning - AI

Amazon EventBridge listens to this event, and then initiates an AWS Step Functions step. The Lambda function then inserts the image object metadata and celebrity names if present, and the embedding as a k-NN vector into an OpenSearch Service index. Make sure that you’re using latest version of AWS SAM CLI.

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Welcome to a New Era of Building in the Cloud with Generative AI on AWS

AWS Machine Learning - AI

We believe generative AI has the potential over time to transform virtually every customer experience we know. Innovative startups like Perplexity AI are going all in on AWS for generative AI. AWS innovates to offer the most advanced infrastructure for ML.

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Shutterstock capitalizes on the cloud’s cutting edge

CIO

Advancements in analytics and AI as well as support for unstructured data in centralized data lakes are key benefits of doing business in the cloud, and Shutterstock is capitalizing on its cloud foundation, creating new revenue streams and business models using the cloud and data lakes as key components of its innovation platform.