📰 AWS Machine Learning
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⚡ AI Lessons
AWS Machine Learning
🧠 Large Language Models
⚡ AI Lesson
2d ago
Accelerate LLM model loading and increase context windows with GPUDirect on Amazon FSx for Lustre and TurboQuant
If you’re iterating on deploying large language models (LLMs) on AWS GPU instances, you’ve probably noticed the larger the model to be loaded into GPU High Band
AWS Machine Learning
🧠 Large Language Models
⚡ AI Lesson
4d ago
Comprehensive observability for Amazon SageMaker AI LLM inference: From GPU utilization to LLM quality
This post demonstrates a comprehensive observability solution using Amazon Managed Grafana dashboards that provides a holistic view of both quality and quantity
AWS Machine Learning
🧠 Large Language Models
⚡ AI Lesson
5d ago
Training Azerbaijani language models on Amazon SageMaker AI
Azercell Telecom LLC, Azerbaijan's leading telecommunications provider, wanted to build an Azerbaijani large language model (LLM) on Amazon SageMaker AI for tel
AWS Machine Learning
🧠 Large Language Models
⚡ AI Lesson
1w ago
Build highly scalable serverless LangGraph multi-agent systems in AWS with Amazon Bedrock AgentCore
In this post, we provide a solution to build highly scalable, serverless multi-agent generative AI systems on AWS using LangGraph Agents as orchestrators integr
AWS Machine Learning
🧠 Large Language Models
⚡ AI Lesson
1w ago
Announcing OpenAI-compatible API support for Amazon SageMaker AI endpoints
Today, Amazon SageMaker AI introduces OpenAI-compatible API support for real-time inference endpoints. If you use the OpenAI SDK, LangChain, or Strands Agents,
AWS Machine Learning
🧠 Large Language Models
⚡ AI Lesson
2w ago
Multimodal evaluators: MLLM-as-a-judge for image-to-text tasks in Strands Evals
If you’re building visual shopping, image or document understanding, or chart analysis, you need a way to verify whether your model’s response is actually groun
AWS Machine Learning
🧠 Large Language Models
⚡ AI Lesson
2w ago
Prompting Amazon Nova 2 for content moderation
In this post, you learn how to prompt Amazon Nova 2 Lite for content moderation using structured and free-form approaches, grounded in the MLCommons AILuminate
AWS Machine Learning
🧠 Large Language Models
⚡ AI Lesson
3w ago
Build financial document processing with Pulse AI and Amazon Bedrock
This post demonstrates how to build a documentation extraction and model fine-tuning pipeline that addresses challenges when processing the complex financial do
AWS Machine Learning
🧠 Large Language Models
⚡ AI Lesson
3w ago
Fine-tune LLM with Databricks Unity Catalog and Amazon SageMaker AI
In this post, we demonstrate how to build a secure, complete LLM fine-tuning workflow that integrates Unity Catalog with Amazon SageMaker AI using Amazon EMR Se
AWS Machine Learning
🧠 Large Language Models
⚡ AI Lesson
3w ago
Manufacturing intelligence with Amazon Nova Multimodal Embeddings
In this post, we build a multimodal retrieval system for aerospace manufacturing documents using Amazon Nova Multimodal Embeddings on Amazon Bedrock and Amazon
AWS Machine Learning
🧠 Large Language Models
⚡ AI Lesson
4w ago
How Hapag-Lloyd uses Amazon Bedrock to transform customer feedback into actionable insights
Hapag-Lloyd's Digital Customer Experience and Engineering team, distributed between Hamburg and Gdańsk, drives digital innovation by developing and maintaining
AWS Machine Learning
🧠 Large Language Models
⚡ AI Lesson
1mo ago
AWS Generative AI Model Agility Solution: A comprehensive guide to migrating LLMs for generative AI production
In this post, we introduce a systematic framework for LLM migration or upgrade in generative AI production, encompassing essential tools, methodologies, and bes
AWS Machine Learning
🧠 Large Language Models
⚡ AI Lesson
1mo ago
Sun Finance automates ID extraction and fraud detection with generative AI on AWS
In this post, we show how Sun Finance used Amazon Bedrock, Amazon Textract, and Amazon Rekognition to build an AI-powered identity verification (IDV) pipeline.
AWS Machine Learning
🧠 Large Language Models
⚡ AI Lesson
1mo ago
Power video semantic search with Amazon Nova Multimodal Embeddings
In this post, we show you how to build a video semantic search solution on Amazon Bedrock using Nova Multimodal Embeddings that intelligently understands user i
AWS Machine Learning
🧠 Large Language Models
⚡ AI Lesson
1mo ago
How to build effective reward functions with AWS Lambda for Amazon Nova model customization
This post demonstrates how Lambda enables scalable, cost-effective reward functions for Amazon Nova customization. You'll learn to choose between Reinforcement
AWS Machine Learning
🧠 Large Language Models
⚡ AI Lesson
1mo 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
🧠 Large Language Models
⚡ AI Lesson
1mo 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
1mo 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
1mo 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
1mo 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
🧠 Large Language Models
⚡ AI Lesson
2mo 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
🧠 Large Language Models
⚡ AI Lesson
2mo 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
🧠 Large Language Models
⚡ AI Lesson
2mo 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
2mo 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.
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