📰 AWS Machine Learning
Articles from AWS Machine Learning · 59 articles · Updated every 3 hours · View all reads
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⚡ AI Lessons (9351)
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AWS Machine Learning
🤖 AI Agents & Automation
⚡ AI Lesson
3d ago
Human-in-the-loop constructs for agentic workflows in healthcare and life sciences
In healthcare and life sciences, AI agents help organizations process clinical data, submit regulatory filings, automate medical coding, and accelerate drug dev
AWS Machine Learning
💻 AI-Assisted Coding
⚡ AI Lesson
3d ago
Building intelligent audio search with Amazon Nova Embeddings: A deep dive into semantic audio understanding
This post walks you through understanding audio embeddings, implementing Amazon Nova Multimodal Embeddings, and building a practical search system for your audi
AWS Machine Learning
📐 ML Fundamentals
⚡ AI Lesson
3d ago
Reinforcement fine-tuning on Amazon Bedrock: Best practices
In this post, we explore where RFT is most effective, using the GSM8K mathematical reasoning dataset as a concrete example. We then walk through best practices
AWS Machine Learning
🏭 MLOps & LLMOps
⚡ AI Lesson
4d ago
Manage AI costs with Amazon Bedrock Projects
With Amazon Bedrock Projects, you can attribute inference costs to specific workloads and analyze them in AWS Cost Explorer and AWS Data Exports. In this post,
AWS Machine Learning
🧠 Large Language Models
⚡ AI Lesson
4d ago
Building real-time conversational podcasts with Amazon Nova 2 Sonic
This post walks through building an automated podcast generator that creates engaging conversations between two AI hosts on any topic, demonstrating the streami
AWS Machine Learning
⚡ AI Lesson
4d ago
Text-to-SQL solution powered by Amazon Bedrock
In this post, we show you how to build a natural text-to-SQL solution using Amazon Bedrock that transforms business questions into database queries and ret
AWS Machine Learning
🧠 Large Language Models
⚡ AI Lesson
5d ago
Build AI-powered employee onboarding agents with Amazon Quick
In this post, we walk through building a custom HR onboarding agent with Quick. We show how to configure an agent that understands your organization’s processes
AWS Machine Learning
🧠 Large Language Models
⚡ AI Lesson
5d ago
Accelerate agentic tool calling with serverless model customization in Amazon SageMaker AI
In this post, we walk through how we fine-tuned Qwen 2.5 7B Instruct for tool calling using RLVR. We cover dataset preparation across three distinct agent behav
AWS Machine Learning
🧠 Large Language Models
⚡ AI Lesson
5d ago
Building Intelligent Search with Amazon Bedrock and Amazon OpenSearch for hybrid RAG solutions
In this post, we show how to implement a generative AI agentic assistant that uses both semantic and text-based search using Amazon Bedrock, Amazon Bedrock Agen
AWS Machine Learning
🧠 Large Language Models
⚡ AI Lesson
5d ago
From isolated alerts to contextual intelligence: Agentic maritime anomaly analysis with generative AI
This blog post demonstrates how Windward helps enhance and accelerate alert investigation processes by combining geospatial intelligence with generative AI, ena
AWS Machine Learning
🤖 AI Agents & Automation
⚡ AI Lesson
5d ago
Connecting MCP servers to Amazon Bedrock AgentCore Gateway using Authorization Code flow
Amazon Bedrock AgentCore Gateway provides a centralized layer for managing how AI agents connect to tools and MCP servers across your organization. In this post
AWS Machine Learning
🧠 Large Language Models
⚡ AI Lesson
1w ago
Simulate realistic users to evaluate multi-turn AI agents in Strands Evals
In this post, we explore how ActorSimulator in Strands Evaluations SDK addresses the challenge with structured user simulation that integrates into your evaluat
AWS Machine Learning
📐 ML Fundamentals
⚡ AI Lesson
1w ago
Scaling seismic foundation models on AWS: Distributed training with Amazon SageMaker HyperPod and expanding context windows
This post describes how TGS achieved near-linear scaling for distributed training and expanded context windows for their Vision Transformer-based SFM using Amaz
AWS Machine Learning
🤖 AI Agents & Automation
⚡ AI Lesson
1w ago
Control which domains your AI agents can access
In this post, we show you how to configure AWS Network Firewall to restrict AgentCore resources to an allowlist of approved internet domains. This post focuses
AWS Machine Learning
🧠 Large Language Models
⚡ AI Lesson
1w ago
Rocket Close transforms mortgage document processing with Amazon Bedrock and Amazon Textract
Through a strategic partnership with the AWS Generative AI Innovation Center (GenAIIC), Rocket Close developed an intelligent document processing solution that
AWS Machine Learning
🏭 MLOps & LLMOps
⚡ AI Lesson
1w ago
Persist session state with filesystem configuration and execute shell commands
In this post, we go through how to use managed session storage to persist your agent's filesystem state and how to execute shell commands directly in your agent
AWS Machine Learning
⚡ AI Lesson
1w ago
Automating competitive price intelligence with Amazon Nova Act
This post demonstrates how to build an automated competitive price intelligence system that streamlines manual workflows, supporting teams to make data-driven p
AWS Machine Learning
🧠 Large Language Models
⚡ AI Lesson
1w ago
Build reliable AI agents with Amazon Bedrock AgentCore Evaluations
In this post, we introduce Amazon Bedrock AgentCore Evaluations, a fully managed service for assessing AI agent performance across the development lifecycle. We
AWS Machine Learning
🧠 Large Language Models
⚡ AI Lesson
1w ago
Build a FinOps agent using Amazon Bedrock AgentCore
In this post, you learn how to build a FinOps agent using Amazon Bedrock AgentCore that helps your finance team manage AWS costs across multiple accounts.
AWS Machine Learning
⚡ AI Lesson
1w ago
Building an AI powered system for compliance evidence collection
In this post, we show you how to build a similar system for your organization. You will learn the architecture decisions, implementation details, and deployment
AWS Machine Learning
⚡ AI Lesson
1w ago
Accelerating software delivery with agentic QA automation using Amazon Nova Act
In this post, we demonstrate how to implement agentic QA automation through QA Studio, a reference solution built with Amazon Nova Act. You will see how to defi
AWS Machine Learning
🤖 AI Agents & Automation
⚡ AI Lesson
1w ago
AWS launches frontier agents for security testing and cloud operations
I'm excited to announce that AWS Security Agent on-demand penetration testing and AWS DevOps Agent are now generally available, representing a new class of AI c
AWS Machine Learning
🤖 AI Agents & Automation
⚡ AI Lesson
1w ago
Can your governance keep pace with your AI ambitions? AI risk intelligence in the agentic era
Traditional frameworks designed for static deployments cannot address the dynamic interactions that define agentic workloads. AI Risk Intelligence (AIRI), from
AWS Machine Learning
🛠️ AI Tools & Apps
⚡ AI Lesson
1w ago
How Ring scales global customer support with Amazon Bedrock Knowledge Bases
In this post, you'll learn how Ring implemented metadata-driven filtering for Region-specific content, separated content management into ingestion, evaluation a
DeepCamp AI