Architecture Best Practices for Machine Learning

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Keynotes
Innovation Talks
Architecture Sessions
Breakout Sessions

CEO Keynote with Matt Garman

Explore how AWS is reinventing foundational building blocks as well as developing brand-new experiences, with AWS CEO Matt Garman. (2:45:54)

Dr. Werner Vogels Keynote

Watch Dr. Werner Vogels as he shares the critical lessons and strategies he has learned for managing increasingly complex systems. (1:50:13)

Keynote with Dr. Swami Sivasubramanian

Dr. Swami Sivasubramanian explains how you can use a strong data foundation to create innovative solutions for your customers. (1:47:40)
Architectural methods & breakthroughs for innovative apps in the cloud

Learn how to modernize applications using cutting-edge tools and techniques to navigate the rapidly evolving cloud landscape. (1:01:02)

Building the future of cloud operations at any scale

Watch this talk to learn how you can transform your IT operations to be more agile, resilient, efficient, and secure. (1:00:29)

Generative AI in action: From prototype to production

This talk explores the best practices required to help you realize generative AI's full, scalable potential, driving tangible business value. (56:54)
Architectural best practices throughout the lifecycle

In this session, learn how to integrate architectural best practices at every stage of your workload’s lifecycle. (54:42)

Building core capabilities: The secret to innovation at scale

Join this session to gain actionable strategies and start your journey toward scalable disruption and cost-efficient innovation. (43:57)

How not to sabotage your transformation

Explore mental models based on real-world experiences designed to help organizations assess their competitiveness. (37:11)
Accelerate innovation with generative AI and no-code machine learning

Learn how to empower anyone in your organization to unlock valuable insights from your data with Amazon SageMaker Canvas. (49:46)

Accelerating content production with generative AI, featuring the NFL

Watch this session to learn best practices from the NFL’s pioneering journey, the impact it has had on their business, and the roadblocks to avoid. (39:12)

High performance distributed model training with Amazon SageMaker

Learn how to integrate Amazon SageMaker training capabilities to reduce the total cost of foundation model development. (47:27)

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AWS Solution

Updated

QnABot on AWS

Deploy a multi-channel, multi-language conversational interface (chatbot) that responds to your customer's questions, answers, and feedback, powered by large language models (LLMs).

April 2025
Guide

New

Working around Terraform data source limitations

Solutions and workarounds for using Terraform on AWS as an IaC tool to automate one-time DevOps tasks.
HTML | PDF
Tags: Business Productivity | DevOps | Infrastructure

April 21, 2025
Strategy

New

Accelerate development lifecycles with generative AI

Review a framework, foundational capabilities, use cases, best practices, and success metrics for accelerating software development lifecycles with generative AI.
HTML | PDF
Tags: Business Productivity | DevOps | Machine Learning

April 18, 2025
Strategy

New

Transform ADM operating models with generative AI

Review strategic guidance to transform your organization's application development and maintenance practices through generative AI integration.
HTML | PDF
Tags: Business Productivity | DevOps | Machine Learning

April 18, 2025
AWS Solution

Updated

Content Localization on AWS

Deploy a solution that automatically creates accurate multi-language subtitles for your video-on-demand (VOD) content to reach new audiences, globally.

April 2025
Pattern

New

Modernize the CardDemo mainframe application using Amazon Q

Learn how to analyze, document, decompose, and refactor a sample mainframe application by using AI-powered automation.
HTML | PDF
Tags: Machine Learning | Mainframes | Modernization

April 03, 2025

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Machine Learning Blog Posts

No blog posts found that match the selected criteria.

Use custom metrics to evaluate your generative AI application with Amazon Bedrock

by Shreyas Subramanian, Adewale Akinfaderin, Ishan Singh and Jesse Manders, 05/06/2025
Security best practices that accelerate nonprofit mission impact

by David Marsh and Evence Edoun, 05/06/2025
From beta to breakthrough: Scaling health AI from POC to production for everyday impact

by Sim Yuanwei Aaron and Hardeep Arora, 05/06/2025
The Future of Hyper-Personalization Powered by Braze and AWS Generative AI

by Ghandi Nader, Hari Radhakrishnan, Alex Rees and Umesh Kalaspurkar, 05/06/2025
Engineering at the speed of thought: Accelerating complex processes with multi-agent AI and Synera

by Sam Bydlon, Dr. Moritz Maier, Ram Dhiwakar Seetharaman and Ryan Qi, 05/06/2025
Addressing Return Opportunities Across the Retail Journey

by Justin Swagler and Doug Tiffan, 05/06/2025

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