AWS Machine Learning Blog
Category: Intermediate (200)
Create generative AI agents that interact with your companies’ systems in a few clicks using HAQM Bedrock in HAQM SageMaker Unified Studio
In this post, we demonstrate how to use HAQM Bedrock in SageMaker Unified Studio to build a generative AI application to integrate with an existing endpoint and database.
Build your gen AI–based text-to-SQL application using RAG, powered by HAQM Bedrock (Claude 3 Sonnet and HAQM Titan for embedding)
In this post, we explore using HAQM Bedrock to create a text-to-SQL application using RAG. We use Anthropic’s Claude 3.5 Sonnet model to generate SQL queries, HAQM Titan in HAQM Bedrock for text embedding and HAQM Bedrock to access these models.
Unleash AI innovation with HAQM SageMaker HyperPod
In this post, we show how SageMaker HyperPod, and its new features introduced at AWS re:Invent 2024, is designed to meet the demands of modern AI workloads, offering a persistent and optimized cluster tailored for distributed training and accelerated inference at cloud scale and attractive price-performance.
Revolutionizing customer service: MaestroQA’s integration with HAQM Bedrock for actionable insight
In this post, we dive deeper into one of MaestroQA’s key features—conversation analytics, which helps support teams uncover customer concerns, address points of friction, adapt support workflows, and identify areas for coaching through the use of HAQM Bedrock. We discuss the unique challenges MaestroQA overcame and how they use AWS to build new features, drive customer insights, and improve operational inefficiencies.
Exploring creative possibilities: A visual guide to HAQM Nova Canvas
In this blog post, we showcase a curated gallery of visuals generated by Nova Canvas—categorized by real-world use cases—from marketing and product visualization to concept art and design exploration. Each image is paired with the prompt and parameters that generated it, providing a practical starting point for your own AI-driven creativity. Whether you’re crafting specific types of images, optimizing workflows, or simply seeking inspiration, this guide will help you unlock the full potential of HAQM Nova Canvas.
Announcing general availability of HAQM Bedrock Knowledge Bases GraphRAG with HAQM Neptune Analytics
Today, HAQM Web Services (AWS) announced the general availability of HAQM Bedrock Knowledge Bases GraphRAG (GraphRAG), a capability in HAQM Bedrock Knowledge Bases that enhances Retrieval-Augmented Generation (RAG) with graph data in HAQM Neptune Analytics. In this post, we discuss the benefits of GraphRAG and how to get started with it in HAQM Bedrock Knowledge Bases.
Time series forecasting with LLM-based foundation models and scalable AIOps on AWS
In this blog post, we will guide you through the process of integrating Chronos into HAQM SageMaker Pipeline using a synthetic dataset that simulates a sales forecasting scenario, unlocking accurate and efficient predictions with minimal data.
Dynamic metadata filtering for HAQM Bedrock Knowledge Bases with LangChain
HAQM Bedrock Knowledge Bases has a metadata filtering capability that allows you to refine search results based on specific attributes of the documents, improving retrieval accuracy and the relevance of responses. These metadata filters can be used in combination with the typical semantic (or hybrid) similarity search. In this post, we discuss using metadata filters with HAQM Bedrock Knowledge Bases.
Streamline work insights with the HAQM Q Business connector for Smartsheet
This post explains how to integrate Smartsheet with HAQM Q Business to use natural language and generative AI capabilities for enhanced insights. Smartsheet, the AI-enhanced enterprise-grade work management platform, helps users manage projects, programs, and processes at scale.
Level up your problem-solving and strategic thinking skills with HAQM Bedrock
In this post, we show how Anthropic’s Claude 3.5 Sonnet in HAQM Bedrock can be used for a variety of business-related cognitive tasks, such as problem-solving, critical thinking and ideation—to help augment human thinking and improve decision-making among knowledge workers to accelerate innovation.