AWS Machine Learning Blog

Category: Advanced (300)

Introducing SageMaker Core: A new object-oriented Python SDK for HAQM SageMaker

Introducing SageMaker Core: A new object-oriented Python SDK for HAQM SageMaker

In this post, we show how the SageMaker Core SDK simplifies the developer experience while providing API for seamlessly executing various steps in a general ML lifecycle. We also discuss the main benefits of using this SDK along with sharing relevant resources to learn more about this SDK.

Improve LLM application robustness with HAQM Bedrock Guardrails and HAQM Bedrock Agents

In this post, we demonstrate how HAQM Bedrock Guardrails can improve the robustness of the agent framework. We are able to stop our chatbot from responding to non-relevant queries and protect personal information from our customers, ultimately improving the robustness of our agentic implementation with HAQM Bedrock Agents.

Architecture diagram

Automate user on-boarding for financial services with a digital assistant powered by HAQM Bedrock

In this post, we present a solution that harnesses the power of generative AI to streamline the user onboarding process for financial services through a digital assistant.

Govern generative AI in the enterprise with HAQM SageMaker Canvas

Govern generative AI in the enterprise with HAQM SageMaker Canvas

In this post, we analyze strategies for governing access to HAQM Bedrock and SageMaker JumpStart models from within SageMaker Canvas using AWS Identity and Access Management (IAM) policies. You’ll learn how to create granular permissions to control the invocation of ready-to-use HAQM Bedrock models and prevent the provisioning of SageMaker endpoints with specified SageMaker JumpStart models.

Build a generative AI assistant to enhance employee experience using HAQM Q Business

Build a generative AI assistant to enhance employee experience using HAQM Q Business

In this blog post, we explore how you can use HAQM Q Business to build generative AI assistants that enhance employee experience and boost productivity. HAQM Q Business seamlessly integrates with internal data sources, knowledge bases, and productivity tools to equip your workforce with instant access to information, automated tasks, and personalized support.

Revolutionize logo design creation with HAQM Bedrock: Embracing generative art, dynamic logos, and AI collaboration

Revolutionize logo design creation with HAQM Bedrock: Embracing generative art, dynamic logos, and AI collaboration

In this post, we walk through how AWS can help accelerate a brand’s creative efforts with access to a powerful image-to-image model from Stable Diffusion available on HAQM Bedrock to interactively create and edit art and logo images.

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

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

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