AWS Machine Learning Blog

Category: Artificial Intelligence

Reinvent personalization with generative AI on Amazon Bedrock using task decomposition for agentic workflows

Reinvent personalization with generative AI on Amazon Bedrock using task decomposition for agentic workflows

In this post, we present an automated solution to provide a consistent and responsible personalization experience for your customers by using smaller LLMs for website personalization tailored to businesses and industries. This decomposes the complex task into subtasks handled by task / domain adopted LLMs, adhering to company guidelines and human expertise.

Accelerate pre-training of Mistral’s Mathstral model with highly resilient clusters on Amazon SageMaker HyperPod

In this post, we present to you an in-depth guide to starting a continual pre-training job using PyTorch Fully Sharded Data Parallel (FSDP) for Mistral AI’s Mathstral model with SageMaker HyperPod.

Building an efficient MLOps platform with OSS tools on Amazon ECS with AWS Fargate

Building an efficient MLOps platform with OSS tools on Amazon ECS with AWS Fargate

In this post, we show you how Zeta Global, a data-driven marketing technology company, has built an efficient MLOps platform to streamline the end-to-end ML workflow, from data ingestion to model deployment, while optimizing resource utilization and cost efficiency.

Build RAG-based generative AI applications in AWS using Amazon FSx for NetApp ONTAP with Amazon Bedrock

Build RAG-based generative AI applications in AWS using Amazon FSx for NetApp ONTAP with Amazon Bedrock

In this post, we demonstrate a solution using Amazon FSx for NetApp ONTAP with Amazon Bedrock to provide a RAG experience for your generative AI applications on AWS by bringing company-specific, unstructured user file data to Amazon Bedrock in a straightforward, fast, and secure way.

Support for AWS DeepComposer ending soon

Support for AWS DeepComposer ending soon

AWS DeepComposer was first introduced during AWS re:Invent 2019 as a fun way for developers to compose music by using generative AI. AWS DeepComposer was the world’s first machine learning (ML)-enabled keyboard for developers to get hands-on—literally—with a musical keyboard and the latest ML techniques to compose their own music. After careful consideration, we have […]

CRISPR-Cas9 guide RNA efficiency prediction with efficiently tuned models in Amazon SageMaker

CRISPR-Cas9 guide RNA efficiency prediction with efficiently tuned models in Amazon SageMaker

The clustered regularly interspaced short palindromic repeat (CRISPR) technology holds the promise to revolutionize gene editing technologies, which is transformative to the way we understand and treat diseases. This technique is based in a natural mechanism found in bacteria that allows a protein coupled to a single guide RNA (gRNA) strand to locate and make […]

Unlock AWS Cost and Usage insights with generative AI powered by Amazon Bedrock

Unlock AWS Cost and Usage insights with generative AI powered by Amazon Bedrock

In this post, we explore a solution that uses generative artificial intelligence (AI) to generate a SQL query from a user’s question in natural language. This solution can simplify the process of querying CUR data stored in an Amazon Athena database using SQL query generation, running the query on Athena, and representing it on a web portal for ease of understanding.