AWS Machine Learning Blog

JUNE 5, 2025

Prerequisites To implement the solution, complete the following prerequisite steps: Have an active AWS account. Create an AWS Identity and Access Management (IAM) role for the Lambda function to access Amazon Bedrock and documents from Amazon S3. For instructions, refer to Create a role to delegate permissions to an AWS service.

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Flipboard

DECEMBER 18, 2024

Amazon OpenSearch Service Amazon OpenSearch Service is a fully managed service that simplifies the deployment, operation, and scaling of OpenSearch in the AWS Cloud to provide powerful search and analytics capabilities. A poor initial retrieval can limit the effectiveness of even the most sophisticated re-ranking algorithms.

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Flipboard

APRIL 21, 2025

Innovation has always driven education technology ( EdTech ), and in 2025, artificial intelligence ( AI ) is leading the next wave. At Amazon Web Services (AWS), we work with EdTechs of all sizes, giving us unique insight into how AI is shaping the industry. This shift makes truly personalized support possible at scale.

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AWS Machine Learning Blog

NOVEMBER 15, 2024

What caused inflation in 2021? If the query is not related to any of the available data sources, respond politely that you cannot assist with that request. What was the closing price of Amazon stock on January 1st, 2022? Stock Prices Database The question is about a stock price. How has the US unemployment rate changed over the past 5 years?

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AWS Machine Learning Blog

FEBRUARY 25, 2025

In 2021, Applus+ IDIADA , a global partner to the automotive industry with over 30 years of experience supporting customers in product development activities through design, engineering, testing, and homologation services, established the Digital Solutions department.

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databricks

JULY 15, 2025

Over the span of just a few years, the COVID-19 pandemic, the 2021 Suez Canal blockage, and the ongoing Russo-Ukrainian war each delivered major shocks, occurring roughly a year apart. Was the trade war a singular event that caught global supply chains off guard?

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Flipboard

APRIL 17, 2025

This post is a joint collaboration between Salesforce and AWS and is being cross-published on both the Salesforce Engineering Blog and the AWS Machine Learning Blog. The Salesforce AI Model Serving team is working to push the boundaries of natural language processing and AI capabilities for enterprise applications.

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Flipboard

MAY 29, 2025

It also comes with ready-to-deploy code samples to help you get started quickly with deploying GeoFMs in your own applications on AWS. For a full architecture diagram demonstrating how the flow can be implemented on AWS, see the accompanying GitHub repository. Lets dive in! Solution overview At the core of our solution is a GeoFM.

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Flipboard

FEBRUARY 28, 2025

This post explores the architectural design and security concepts employed by Radboud University Medical Center Nijmegen (Radboudumc) to build a secure artificial intelligence (AI) runtime environment on Amazon Web Services (AWS).

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Hacker News

JULY 1, 2025

On the backend we're using 100% Go with AWS primitives. Stack : Python/Django, JavaScript, VueJS, PostgreSQL, Snowflake, Docker, Git, AWS, AI/LLM integrations (OpenAI & Gemini). It was acquired by Airtable in 2021. All on Serverless AWS. Profitable, 15+ yrs stable, 100% employee-owned.

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AWS Machine Learning Blog

FEBRUARY 29, 2024

Although this stunning progress in artificial intelligence remains remarkable, the financial costs and energy consumption required to train these models has emerged as a critical bottleneck due to the need for specialized hardware like GPUs. Founded in 2021, ThirdAI Corp. 8xlarge powered by AWS Graviton3.

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AWS Machine Learning Blog

OCTOBER 24, 2023

NATIVE VISUAL VOICEMAIL DIALER FEATURING VOICEMAIL TO TEXT TRANSLATE FEATURE – ALL MODELS The history Two years ago, in 2021, T-Mobile engineering teams partnered with AWS to launch a new AI-powered feature called Voicemail to Text with automatic language detection and to improve quality and performance for customers.

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AWS Machine Learning Blog

SEPTEMBER 18, 2024

The ZMP analyzes billions of structured and unstructured data points to predict consumer intent by using sophisticated artificial intelligence (AI) to personalize experiences at scale. As an early adopter of large language model (LLM) technology, Zeta released Email Subject Line Generation in 2021.

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AWS Machine Learning Blog

OCTOBER 5, 2023

In this post, we walk through how to fine-tune Llama 2 on AWS Trainium , a purpose-built accelerator for LLM training, to reduce training times and costs. We review the fine-tuning scripts provided by the AWS Neuron SDK (using NeMo Megatron-LM), the various configurations we used, and the throughput results we saw.

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AWS Machine Learning Blog

DECEMBER 12, 2023

In this post, we’ll summarize training procedure of GPT NeoX on AWS Trainium , a purpose-built machine learning (ML) accelerator optimized for deep learning training. M tokens/$) trained such models with AWS Trainium without losing any model quality. We’ll outline how we cost-effectively (3.2 billion in Pythia. 2048 256 10.4

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AWS Machine Learning Blog

DECEMBER 18, 2023

Artificial intelligence (AI) is one of the most transformational technologies of our generation and provides opportunities to be a force for good and drive economic growth. About the authors Swami Sivasubramanian is Vice President of Data and Machine Learning at AWS.

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AWS Machine Learning Blog

JANUARY 6, 2023

The recently published IDC MarketScape: Asia/Pacific (Excluding Japan) AI Life-Cycle Software Tools and Platforms 2022 Vendor Assessment positions AWS in the Leaders category. The company had to be among the top 15 vendors by the reported revenues of 2020–2021 in the APEJ region, according to IDC’s AI Software Tracker. AWS position.

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AWS Machine Learning Blog

MAY 10, 2023

Given the importance of Jupyter to data scientists and ML developers, AWS is an active sponsor and contributor to Project Jupyter. In parallel to these open-source contributions, we have AWS product teams who are working to integrate Jupyter with products such as Amazon SageMaker.

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AWS Machine Learning Blog

MARCH 30, 2023

Since Steffen Baumgart took over as coach at FC Köln in 2021, the team has managed to lift themselves from the bottom and has established a steady position in the middle of the table. The new Bundesliga Match Fact is the result of an in-depth analysis by a team of football experts and data scientists from the Bundesliga and AWS.

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AWS Machine Learning Blog

SEPTEMBER 25, 2024

In the realm of generative artificial intelligence (AI) , Retrieval Augmented Generation (RAG) has emerged as a powerful technique, enabling foundation models (FMs) to use external knowledge sources for enhanced text generation. Choose the AWS Region where you want to create the bucket. Choose Create bucket. Choose Create stack.

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AWS Machine Learning Blog

APRIL 9, 2024

In the following sections, we explain how you can use these features with either the AWS Management Console or SDK. We ask “What was the Amazon’s revenue in 2019 and 2021?” For this example, the query is “What was the Amazon’s revenue in 2019 and 2021?” Suyin Wang is an AI/ML Specialist Solutions Architect at AWS.

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AWS Machine Learning Blog

SEPTEMBER 12, 2024

Prerequisites To implement this solution, you need the following: An AWS account with privileges to create AWS Identity and Access Management (IAM) roles and policies. Basic familiarity with SageMaker and AWS services that support LLMs. For more information, see Overview of access management: Permissions and policies.

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AWS Machine Learning Blog

DECEMBER 12, 2023

The launch of ChatGPT and rise in popularity of generative AI have captured the imagination of customers who are curious about how they can use this technology to create new products and services on AWS, such as enterprise chatbots, which are more conversational. Optionally, deploy the application using AWS Amplify. Choose Deploy.

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AWS Machine Learning Blog

SEPTEMBER 12, 2024

In this post, we discuss how generative artificial intelligence (AI) can help health insurance plan members get the information they need. Architecture The solution uses Amazon API Gateway , AWS Lambda , Amazon RDS, Amazon Bedrock, and Anthropic Claude 3 Sonnet on Amazon Bedrock to implement the backend of the application.

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AWS Machine Learning Blog

SEPTEMBER 23, 2024

Launched in 2021, Amazon SageMaker Canvas is a visual point-and-click service that allows business analysts and citizen data scientists to use ready-to-use machine learning (ML) models and build custom ML models to generate accurate predictions without writing any code. Lijan Kuniyil is a Senior Technical Account Manager at AWS.

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AWS Machine Learning Blog

FEBRUARY 6, 2024

In 2021, the pharmaceutical industry generated $550 billion in US revenue. We implemented the solution using the AWS Cloud Development Kit (AWS CDK). Hugging Face Hugging Face is an artificial intelligence company that specializes in NLP. As always, AWS welcomes your feedback.

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AWS Machine Learning Blog

FEBRUARY 19, 2024

Note that you can also use Knowledge Bases for Amazon Bedrock service APIs and the AWS Command Line Interface (AWS CLI) to programmatically create a knowledge base. Create a Lambda function This Lambda function is deployed using an AWS CloudFormation template available in the GitHub repo under the /cfn folder.

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AWS Machine Learning Blog

SEPTEMBER 9, 2024

Generative artificial intelligence (AI) has revolutionized this by allowing users to interact with data through natural language queries, providing instant insights and visualizations without needing technical expertise. He helps them design innovative, resilient, and cost-effective solutions using AWS services.

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Flipboard

NOVEMBER 24, 2023

In this post, we show you how SnapLogic , an AWS customer, used Amazon Bedrock to power their SnapGPT product through automated creation of these complex DSL artifacts from human language. SnapLogic background SnapLogic is an AWS customer on a mission to bring enterprise automation to the world.

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AWS Machine Learning Blog

OCTOBER 10, 2023

Launched in 2021, Amazon SageMaker Canvas is a visual, point-and-click service that allows business analysts and citizen data scientists to use ready-to-use machine learning (ML) models and build custom ML models to generate accurate predictions without the need to write any code.

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AWS Machine Learning Blog

AUGUST 2, 2024

On the other hand, generative artificial intelligence (AI) models can learn these templates and produce coherent scripts when fed with quarterly financial data. Amazon Earnings call transcript for Q1 2021. Amazon Earnings call transcript for Q2 2021. AWS, Online Stores, etc.)

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AWS Machine Learning Blog

OCTOBER 9, 2024

The service, which was launched in March 2021, predates several popular AWS offerings that have anomaly detection, such as Amazon OpenSearch , Amazon CloudWatch , AWS Glue Data Quality , Amazon Redshift ML , and Amazon QuickSight. Following is a brief overview of each service. To learn more, see the documentation.

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Dataconomy

APRIL 26, 2023

million in funding, with its most recent funding coming from a seed round in December 2021. Amazon Web Services (AWS): As a major player in the cloud computing market, AWS is well positioned to offer a variety of edge computing solutions, including AWS IoT Greengrass, which extends AWS to the edge of the network.

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Flipboard

FEBRUARY 7, 2025

You will execute scripts to create an AWS Identity and Access Management (IAM) role for invoking SageMaker, and a role for your user to create a connector to SageMaker. An AWS account You will need to be able to create an OpenSearch Service domain and two SageMaker endpoints. You will be redirected to the AWS CloudFormation console.

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AWS Machine Learning Blog

APRIL 8, 2024

At AWS re:Invent 2023, we announced the general availability of Knowledge Bases for Amazon Bedrock. You can query using either the AWS Management Console or SDK. If you want to follow along in your own AWS account, download the file. Virginia) and US West (Oregon). Choose the knowledge base you created.

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IBM Journey to AI blog

MAY 9, 2023

Supporting the data management life cycle According to IDC’s Global StorageSphere, enterprise data stored in data centers will grow at a compound annual growth rate of 30% between 2021-2026. [2] Wasonx.data will be available on premises and across multiple cloud providers, including IBM Cloud and Amazon Web Services (AWS).

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AWS Machine Learning Blog

FEBRUARY 5, 2024

Launched in 2021, Amazon SageMaker Canvas is a visual, point-and-click service for building and deploying machine learning (ML) models without the need to write any code. Dan Sinnreich is a Senior Product Manager at AWS, helping to democratize low-code/no-code machine learning.

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