AWS Machine Learning Blog

NOVEMBER 13, 2024

Recognizing this need, we have developed a Chrome extension that harnesses the power of AWS AI and generative AI services, including Amazon Bedrock , an AWS managed service to build and scale generative AI applications with foundation models (FMs). The user signs in by entering a user name and a password.

AWS 136

AWS AI AI Natural Language Processing 136

AWS Machine Learning Blog

NOVEMBER 7, 2024

While organizations continue to discover the powerful applications of generative AI , adoption is often slowed down by team silos and bespoke workflows. To move faster, enterprises need robust operating models and a holistic approach that simplifies the generative AI lifecycle. Generative AI gateway Shared components lie in this part.

AWS 121

AWS AI AI Machine Learning 121

AWS Machine Learning Blog

NOVEMBER 14, 2024

For a multi-account environment, you can track costs at an AWS account level to associate expenses. A combination of an AWS account and tags provides the best results. By setting up automated policy enforcement and checks, you can achieve cost optimization across your machine learning (ML) environment.

ML 115

ML ML AWS Machine Learning 115

Flipboard

NOVEMBER 22, 2024

This post is part of an ongoing series about governing the machine learning (ML) lifecycle at scale. The data mesh architecture aims to increase the return on investments in data teams, processes, and technology, ultimately driving business value through innovative analytics and ML projects across the enterprise.

Data Governance 128

Data Governance ML ML Data Lakes 128

Flipboard

MARCH 4, 2025

To achieve these goals, the AWS Well-Architected Framework provides comprehensive guidance for building and improving cloud architectures. In this post, we explore a generative AI solution leveraging Amazon Bedrock to streamline the WAFR process.

AWS 150

AWS AI AI Database 150

AWS Machine Learning Blog

NOVEMBER 15, 2024

With the QnABot on AWS (QnABot), integrated with Microsoft Azure Entra ID access controls, Principal launched an intelligent self-service solution rooted in generative AI. As a leader in financial services, Principal wanted to make sure all data and responses adhered to strict risk management and responsible AI guidelines.

AWS 121

AWS AI AI Machine Learning 121

Flipboard

JANUARY 9, 2025

In this post, we propose a solution using DigitalDhan , a generative AI-based solution to automate customer onboarding and digital lending. Generative AI assistants excel at handling these challenges. The loan handler AWS Lambda function uses the information in the KYC documents to check the credit score and internal risk score.

AWS 157

AWS Machine Learning Machine Learning AI 157

AWS Machine Learning Blog

APRIL 29, 2025

InterVision Systems, LLC (InterVision), an AWS Premier Tier Services Partner and Amazon Connect Service Delivery Partner, has been at the forefront of this transformation, with their contact center solution designed specifically for city and county services called ConnectIV CX for Community Engagement.

AWS 111

AWS AI AI ML 111

Flipboard

JANUARY 14, 2025

With the general availability of Amazon Bedrock Agents , you can rapidly develop generative AI applications to run multi-step tasks across a myriad of enterprise systems and data sources.

AWS 137

AWS Database AI AI 137

AWS Machine Learning Blog

NOVEMBER 26, 2024

AWS Trainium and AWS Inferentia based instances, combined with Amazon Elastic Kubernetes Service (Amazon EKS), provide a performant and low cost framework to run LLMs efficiently in a containerized environment. Adjust the following configuration to suit your needs, such as the Amazon EKS version, cluster name, and AWS Region.

AWS 107

AWS Clustering ML ML 107

AWS Machine Learning Blog

DECEMBER 26, 2024

The report The economic potential of generative AI: The next productivity frontier , published by McKinsey & Company, estimates that generative AI could add an equivalent of $2.6 The potential for such large business value is galvanizing tens of thousands of enterprises to build their generative AI applications in AWS.

AWS 143

AWS Database AI AI 143

AWS Machine Learning Blog

JANUARY 7, 2025

Generative AI applications are gaining widespread adoption across various industries, including regulated industries such as financial services and healthcare. To address this need, AWS generative AI best practices framework was launched within AWS Audit Manager , enabling auditing and monitoring of generative AI applications.

AWS 118

AWS AI AI Database 118

AWS Machine Learning Blog

JANUARY 31, 2025

By applying AI to these digitized WSIs, researchers are working to unlock new insights and enhance current annotations workflows. The recent addition of H-optimus-0 to Amazon SageMaker JumpStart marks a significant milestone in making advanced AI capabilities accessible to healthcare organizations.

AWS 114

AWS Supervised Learning ML ML 114

AWS Machine Learning Blog

OCTOBER 16, 2024

To address this, Intact turned to AI and speech-to-text technology to unlock insights from calls and improve customer service. The company developed an automated solution called Call Quality (CQ) using AI services from Amazon Web Services (AWS). It uses deep learning to convert audio to text quickly and accurately.

AWS 93

AWS AI AI Machine Learning 93

AWS Machine Learning Blog

MAY 16, 2025

In this post, we share how Amazon Web Services (AWS) is helping Scuderia Ferrari HP develop more accurate pit stop analysis techniques using machine learning (ML). Since implementing the solution with AWS, track operations engineers can synchronize the data up to 80% faster than manual methods.

AWS 83

AWS Machine Learning Machine Learning ML 83

AWS Machine Learning Blog

DECEMBER 24, 2024

To reduce costs while continuing to use the power of AI , many companies have shifted to fine tuning LLMs on their domain-specific data using Parameter-Efficient Fine Tuning (PEFT). Manually managing such complexity can often be counter-productive and take away valuable resources from your businesses AI development.

AWS 111

AWS Clustering Deep Learning Deep Learning 111

AWS Machine Learning Blog

NOVEMBER 26, 2024

The use of large language models (LLMs) and generative AI has exploded over the last year. Using vLLM on AWS Trainium and Inferentia makes it possible to host LLMs for high performance inference and scalability. xlarge instances are only available in these AWS Regions. You will use inf2.xlarge xlarge as your instance type.

AWS 109

AWS AI AI Artificial Intelligence 109

Flipboard

JUNE 5, 2025

As organizations look to incorporate AI capabilities into their applications, large language models (LLMs) have emerged as powerful tools for natural language processing tasks. AWS has always provided customers with choice. Prerequisites To implement this solution, you need an AWS account with the necessary permissions.

AWS 88

AWS AI AI ML 88

Flipboard

MAY 28, 2025

These inefficiencies are particularly pronounced during high-demand events like Amazon Prime Day, where systems like Rufusthe Amazon AI-powered shopping assistantmust handle massive scale while adhering to strict latency and throughput requirements. Lowering this latency improves perceived responsiveness and overall user experience.

AWS 95

AWS AI AI Machine Learning 95

Flipboard

DECEMBER 3, 2024

Syngenta and AWS collaborated to develop Cropwise AI , an innovative solution powered by Amazon Bedrock Agents , to accelerate their sales reps’ ability to place Syngenta seed products with growers across North America. Generative AI is reshaping businesses and unlocking new opportunities across various industries.

AWS 145

AWS AI AI Machine Learning 145

AWS Machine Learning Blog

MAY 16, 2025

This post is co-authored by Manuel Lopez Roldan, SiMa.ai, and Jason Westra, AWS Senior Solutions Architect. Are you looking to deploy machine learning (ML) models at the edge? In this post, we demonstrate how to retrain and quantize a model using SageMaker AI and the SiMa.ai If you dont have an AWS account, you can create one.

AWS 82

AWS AI AI ML 82

AWS Machine Learning Blog

NOVEMBER 25, 2024

8B and 70B inference support on AWS Trainium and AWS Inferentia instances in Amazon SageMaker JumpStart. Trainium and Inferentia, enabled by the AWS Neuron software development kit (SDK), offer high performance and lower the cost of deploying Meta Llama 3.1 An AWS Identity and Access Management (IAM) role to access SageMaker.

AWS 103

AWS Python ML ML 103

AWS Machine Learning Blog

JANUARY 15, 2025

This post introduces HCLTechs AutoWise Companion, a transformative generative AI solution designed to enhance customers vehicle purchasing journey. Powered by generative AI services on AWS and large language models (LLMs) multi-modal capabilities, HCLTechs AutoWise Companion provides a seamless and impactful experience.

AWS 105

AWS SQL AI AI 105

AWS Machine Learning Blog

OCTOBER 22, 2024

Amazon SageMaker is a cloud-based machine learning (ML) platform within the AWS ecosystem that offers developers a seamless and convenient way to build, train, and deploy ML models. By using a combination of AWS services, you can implement this feature effectively, overcoming the current limitations within SageMaker.

AWS 120

AWS ML ML Machine Learning 120

Flipboard

MAY 30, 2025

Generative AI applications seem simpleinvoke a foundation model (FM) with the right context to generate a response. Many organizations have siloed generative AI initiatives, with development managed independently by various departments and lines of businesses (LOBs). This approach facilitates centralized governance and operations.

AWS 111

AWS AI AI Database 111

AWS Machine Learning Blog

NOVEMBER 13, 2024

In the context of generative AI , significant progress has been made in developing multimodal embedding models that can embed various data modalities—such as text, image, video, and audio data—into a shared vector space. The AWS Command Line Interface (AWS CLI) installed on your machine to upload the dataset to Amazon S3.

AWS 123

AWS Database K-nearest Neighbors AI 123

AWS Machine Learning Blog

APRIL 3, 2025

Thats why we at Amazon Web Services (AWS) are working on AI Workforcea system that uses drones and AI to make these inspections safer, faster, and more accurate. This post is the first in a three-part series exploring AI Workforce, the AWS AI-powered drone inspection system.

AWS 121

AWS AI AI ML 121

AWS Machine Learning Blog

MARCH 19, 2025

As we gather for NVIDIA GTC, organizations of all sizes are at a pivotal moment in their AI journey. The question is no longer whether to adopt generative AI, but how to move from promising pilots to production-ready systems that deliver real business value.

AWS 144

AWS AI AI Clustering 144

AWS Machine Learning Blog

DECEMBER 4, 2024

Businesses are under pressure to show return on investment (ROI) from AI use cases, whether predictive machine learning (ML) or generative AI. Only 54% of ML prototypes make it to production, and only 5% of generative AI use cases make it to production. Using SageMaker, you can build, train and deploy ML models.

ML 101

ML ML AWS AI 101

AWS Machine Learning Blog

FEBRUARY 26, 2025

These experiences are made possible by our machine learning (ML) backend engine, with ML models built for video understanding, search, recommendation, advertising, and novel visual effects. By using sophisticated ML algorithms, the platform efficiently scans billions of videos each day.

AWS 96

AWS ML ML Clustering 96

AWS Machine Learning Blog

OCTOBER 31, 2024

Amazon SageMaker Ground Truth enables the creation of high-quality, large-scale training datasets, essential for fine-tuning across a wide range of applications, including large language models (LLMs) and generative AI. This feature is currently available in all AWS Regions that support SageMaker Ground Truth.

AWS 123

AWS Natural Language Processing ML ML 123

Flipboard

JANUARY 24, 2025

A common use case with generative AI that we usually see customers evaluate for a production use case is a generative AI-powered assistant. If there are security risks that cant be clearly identified, then they cant be addressed, and that can halt the production deployment of the generative AI application.

AWS 150

AWS AI AI Data Warehouse 150

AWS Machine Learning Blog

DECEMBER 2, 2024

At re:Invent 2024, we are excited to announce new capabilities to speed up your AI inference workloads with NVIDIA accelerated computing and software offerings on Amazon SageMaker. They represent our continued commitment to delivering scalable, cost-effective, and flexible GPU-accelerated AI inference capabilities to our customers.

AWS 118

AWS AI AI Machine Learning 118

AWS Machine Learning Blog

JUNE 4, 2025

Prompt caching in Amazon Bedrock is now generally available, delivering performance and cost benefits for agentic AI applications. Youll discover how this makes AI-assisted coding not just more efficient, but also more economically viable for everyday development tasks. What is Claude Code?

AWS 127

AWS ML ML AI 127

Flipboard

NOVEMBER 19, 2024

Amazon Bedrock is a fully managed service that makes foundation models (FMs) from leading AI startups and Amazon Web Services available through an API, so you can choose from a wide range of FMs to find the model that is best suited for your use case.

AWS 141

AWS AI AI ML 141

AWS Machine Learning Blog

OCTOBER 29, 2024

Recently, we’ve been witnessing the rapid development and evolution of generative AI applications, with observability and evaluation emerging as critical aspects for developers, data scientists, and stakeholders. In the context of Amazon Bedrock , observability and evaluation become even more crucial.

AWS 120

AWS AI AI Data Scientist 120

AWS Machine Learning Blog

APRIL 3, 2025

This post explores how OMRON Europe is using Amazon Web Services (AWS) to build its advanced ODAP and its progress toward harnessing the power of generative AI. Finally, ODAP was designed to incorporate cutting-edge analytics tools and future AI-powered insights. To power these advanced AI features, OMRON chose Amazon Bedrock.

AWS 88

AWS Data Governance Data Silos SQL 88