AWS Architecture Blog

Tag: Sustainability

ML lifecycle

Optimize AI/ML workloads for sustainability: Part 3, deployment and monitoring

We’re celebrating Earth Day 2022 from 4/22 through 4/29 with posts that highlight how to build, maintain, and refine your workloads for sustainability. AWS estimates that inference (the process of using a trained machine learning [ML] algorithm to make a prediction) makes up 90 percent of the cost of an ML model. Given with AWS you […]

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Ask an Expert – Sustainability

In this first edition of Ask an Expert, we chat with Margaret O’Toole, Worldwide Tech Leader – Environmental Sustainability and Joseph Beer, Worldwide Tech Leader – Power and Utilities about sustainability solutions and tools to implement sustainability practices into IT design. When putting together an AWS architecture to solve business problems specifically for sustainability-focused customers, […]

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A collection of posts to help you design and build sustainable cloud architecture

We’re celebrating Earth Day 2022 from 4/22 through 4/29 with posts that highlight how to build, maintain, and refine your workloads for sustainability. A blog can be a great starting point for you in finding and implementing a particular solution; learning about new features, services, and products; keeping up with the latest trends and ideas; […]

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Shared responsibility model for sustainability

Improve workload sustainability with services and features from re:Invent 2021

At our recent annual AWS re:Invent 2021 conference, we had important announcements regarding sustainability, including the new Sustainability Pillar for AWS Well-Architected Framework and the AWS Customer Carbon Footprint Tool. In this blog post, I highlight services and features from these announcements to help you design and optimize your AWS workloads from a sustainability perspective. […]

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ML lifecycle

Optimize AI/ML workloads for sustainability: Part 2, model development

More complexity often means using more energy, and machine learning (ML) models are becoming bigger and more complex. And though ML hardware is getting more efficient, the energy required to train these ML models is increasing sharply. In this series, we’re following the phases of the Well-Architected machine learning lifecycle (Figure 1) to optimize your […]

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ML lifecycle

Optimize AI/ML workloads for sustainability: Part 1, identify business goals, validate ML use, and process data

Training artificial intelligence (AI) services and machine learning (ML) workloads uses a lot of energy—and they are becoming bigger and more complex. As an example, the Carbontracker: Tracking and Predicting the Carbon Footprint of Training Deep Learning Models study estimates that a single training session for a language model like GPT-3 can have a carbon footprint […]

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AWS architecture for sustainable IoT devices

Optimizing Your IoT Devices for Environmental Sustainability

To become more environmentally sustainable, customers commonly introduce Internet of Things (IoT) devices. These connected devices collect and analyze data from commercial buildings, factories, homes, cars, and other locations to measure, understand, and improve operational efficiency. (There will be an estimated 24.1 billion active IoT devices by 2030 according to Transforma Insights.) IoT devices offer […]

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Let's architect! logo

Let’s Architect! Architecting for Sustainability

We often read news about sustainability and how governments and large corporations are working to build a better world for the future. But, have you ever asked yourself what you can do? As a software architect, how can you make a difference by addressing sustainability challenges? In this first post of Let’s Architect!, a series […]

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Biocapacity digital twin solution on AWS

IBM Hackathon Produces Innovative Sustainability Solutions on AWS

This post was co-authored by Dhana Vadivelan, Senior Manager, Solutions Architecture, AWS; Markus Graulich, Chief Architect AI EMEA, IBM Consulting; and Vlad Zamfirescu, Senior Solutions Architect, IBM Consulting Our consulting partner, IBM, organized the “Sustainability Applied 2021” hackathon in September 2021. This three-day event aimed to generate new ideas, create reference architecture patterns using AWS […]

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Sustainability Attendee Guide 2021

Deepen Your Knowledge of Architecting for Sustainability at re:Invent

This year, AWS customers took on sustainability challenges, including energy efficient building management, environmental and social governance reporting, and near-real-time renewable energy plant monitoring. Underscoring these unique and compelling projects is a need to understand, at the developer level, how to architect sustainably. So, this year, we’re excited to share sustainability content at re:Invent to […]

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