AWS Machine Learning Blog

DECEMBER 7, 2023

In this post, we describe the end-to-end workforce management system that begins with location-specific demand forecast, followed by courier workforce planning and shift assignment using Amazon Forecast and AWS Step Functions. AWS Step Functions automatically initiate and monitor these workflows by simplifying error handling.

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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 4, 2023

In this post, we explain how we built an end-to-end product category prediction pipeline to help commercial teams by using Amazon SageMaker and AWS Batch , reducing model training duration by 90%. An important aspect of our strategy has been the use of SageMaker and AWS Batch to refine pre-trained BERT models for seven different languages.

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AWS Machine Learning Blog

SEPTEMBER 30, 2024

In this blog post, we will show you how to leverage AI21 Labs’ Task-Specific Models (TSMs) on AWS to enhance your business operations. You will learn the steps to subscribe to AI21 Labs in the AWS Marketplace, set up a domain in Amazon SageMaker, and utilize AI21 TSMs via SageMaker JumpStart.

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AWS Machine Learning Blog

NOVEMBER 7, 2024

They can ask questions like “What wiper blades fit a 2021 Honda CR-V?” Developer tools The solution also uses the following developer tools: AWS Powertools for Lambda – This is a suite of utilities for Lambda functions that generates OpenAPI schemas from your Lambda function code. or ”Tell me about part number 76622-T0A-A01.”

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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

JANUARY 13, 2023

This blog post is co-written with Chaoyang He and Salman Avestimehr from FedML. To mitigate these challenges, we propose a federated learning (FL) framework, based on open-source FedML on AWS, which enables analyzing sensitive HCLS data. In this two-part series, we demonstrate how you can deploy a cloud-based FL framework on AWS.

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AWS Machine Learning Blog

MARCH 1, 2023

In this post, we share how Kakao Games and the Amazon Machine Learning Solutions Lab teamed up to build a scalable and reliable LTV prediction solution by using AWS data and ML services such as AWS Glue and Amazon SageMaker. It was launched in June 2021 and has been ranked within the top three in revenue in Korea.

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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

MARCH 30, 2023

Not only was he widely considered the top-rated goalkeeper in the league during the 2021/22 season, but he also held that title back in 2018/19 when Eintracht Frankfurt reached the Europa League semifinals. The BMF logic itself (except for the ML model) runs on an AWS Fargate container.

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AWS Machine Learning Blog

OCTOBER 14, 2024

In this post, we show how to create a multimodal chat assistant on Amazon Web Services (AWS) using Amazon Bedrock models, where users can submit images and questions, and text responses will be sourced from a closed set of proprietary documents. For this post, we recommend activating these models in the us-east-1 or us-west-2 AWS Region.

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AWS Machine Learning Blog

DECEMBER 18, 2023

At AWS, we remain committed to harnessing AI responsibly, working hand in hand with our customers to develop and use AI systems with safety, fairness, and security at the forefront. About the authors Swami Sivasubramanian is Vice President of Data and Machine Learning at AWS.

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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

MARCH 1, 2024

At AWS re:Invent 2023, we announced the general availability of Knowledge Bases for Amazon Bedrock. billion for 2021, 2022, and 2023. billion for 2021, 2022, and 2023. billion for 2021, 2022, and 2023. billion for 2021, 2022, and 2023. pdf" } }, "score": 0.6389407 }, { "content": { "text": ".amortization

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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 25, 2024

After the documents are successfully copied to the S3 bucket, the event automatically invokes an AWS Lambda The Lambda function invokes the Amazon Bedrock knowledge base API to extract embeddings—essential data representations—from the uploaded documents. Choose the AWS Region where you want to create the bucket. Choose Create bucket.

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Mlearning.ai

MARCH 15, 2023

This is blog post is about the first few tests I ran with the new GPT-4 model. Image by author AWS exam question — part 1 That’s correct! Image by author AWS exam question — part 2 Also … correct … Wait, am I out of a job now??? This model is “something else” ? Image by author What is this about? Spoiler alert: It’s impressive!

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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. To learn more, see the blog post , watch the introductory video , or see the documentation.

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Alation

DECEMBER 14, 2021

Alation recently attended AWS re:invent 2021 … in person! AWS Keynote: “Still Early Days” for Cloud. Adam Selipsky, CEO of AWS, brought this energy in his opening keynote, welcoming a packed room and looking back on the progress of AWS. Re:Invent 2021 Keynote by AWS CEO Adam Selipsky.

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AWS Machine Learning Blog

MAY 22, 2024

Vision-language models Since 2021, there has been a rise in interest in vision-language models (VLMs), which led to the release of solutions such as Contrastive Language-Image Pre-training (CLIP) and Bootstrapping Language-Image Pre-training (BLIP). For details, see Creating an AWS account. medium instance and the Data Science 3.0

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AWS Machine Learning Blog

SEPTEMBER 12, 2024

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. Model deployment accounts – The LLMs offered by various vendors are hosted and operated by AWS in separate accounts dedicated for model deployment.

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AWS Machine Learning Blog

NOVEMBER 1, 2024

Google Workspace users and groups are mapped to the _user_id and _group_ids fields associated with the Amazon Q Business application in AWS IAM Identity Center. After you configure your identity source, you can look up users or groups to grant them single sign-on access to AWS accounts, applications, or both.

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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

AUGUST 2, 2024

This blog is part of the series, Generative AI and AI/ML in Capital Markets and Financial Services. Amazon Earnings call transcript for Q1 2021. Amazon Earnings call transcript for Q2 2021. AWS, Online Stores, etc.) The transcripts mention continued growth in third-party seller services, advertising, and AWS.

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AWS Machine Learning Blog

NOVEMBER 13, 2023

The post Architecting near real-time personalized recommendations with Amazon Personalize shows how to architect near real-time personalized recommendations using Amazon Personalize and AWS purpose-built data services. Setup your development environment – Install the AWS Command Line Interface (AWS CLI).

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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

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). As always, AWS welcomes your feedback. About the authors Zack Peterson is a data scientist in AWS Professional Services.

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AWS Machine Learning Blog

SEPTEMBER 23, 2024

Amazon Bedrock Knowledge Bases offers a streamlined approach to implement RAG on AWS, providing a fully managed solution for connecting FMs to custom data sources. This shift by so many companies (along with the economy recovering) helped re-accelerate AWS’s revenue growth to 37% Y oY in 2021.nConversely, No extra characters.

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AWS Machine Learning Blog

OCTOBER 21, 2024

Amazon Bedrock offers a serverless experience, so you can get started quickly, privately customize FMs with your own data, and integrate and deploy them into your applications using AWS tools without having to manage infrastructure. The import job can be invoked using the AWS Management Console or through APIs. Service access role.

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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

MAY 30, 2023

Cost optimization is one of the pillars of the AWS Well-Architected Framework , and it’s a continual process of refinement and improvement over the span of a workload’s lifecycle. AWS is dedicated to helping you achieve the highest savings by offering extensive service and pricing options.

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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

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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AWS Machine Learning Blog

MAY 30, 2023

In 2021, we launched AWS Support Proactive Services as part of the AWS Enterprise Support offering. In Part 1 , we showed how to get started using AWS Cost Explorer to identify cost optimization opportunities in SageMaker. You can build custom queries to look up AWS CUR data using standard SQL.

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IBM Journey to AI blog

OCTOBER 15, 2024

IBM watsonx.data with Presto C++ v0.286 and query optimizer on AWS ROSA, running on Intel processors (4 th generation) tested internally by IBM, was able to deliver better price performance than Databrick’s Photon engine, with better query runtime at similar cost , derived from public 100TB TPC-DS Query benchmarks (see note below).

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AWS Machine Learning Blog

NOVEMBER 26, 2024

We have defined three specialized tasks that are covered later in the blog. Our analysis in this blog post has focused on Anthropic’s Claude 3 Sonnet model and three specific use cases. In this blog we covered the experimentation phase. This blog covers how to build guardrails in your generative AI applications.

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