AWS Machine Learning Blog

MARCH 4, 2024

Looking back to 2021, when Anthropic first started building on AWS, no one could have envisioned how transformative the Claude family of models would be. In addition, proprietary data is never exposed to the public internet, never leaves the AWS network, is securely transferred through VPC, and is encrypted in transit and at rest.

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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 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

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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KDnuggets

NOVEMBER 18, 2021

This is the guide on how to build a serverless data pipeline on AWS with a Machine Learning model deployed as a Sagemaker endpoint.

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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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Smart Data Collective

NOVEMBER 7, 2022

Gartner conducted a survey of nearly 270 tech company leaders, which showed that cloud technology was the biggest investment for innovation in 2021. One of the best known options is Amazon Web Services (AWS). What is Amazon Web Services (AWS)? AWS is a collection of remote computing services (or web services). AWS Lambda.

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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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Tableau

MARCH 8, 2022

InterWorks AMER was our top Reseller for 2021 in terms of partner revenue, net new customer acquisition, and renewal rate. Impactful Technology Solution of the Year: AWS. In addition to MCA, AWS also partners with Tableau to help our global community. Amazing work—congratulations AWS! Global Partner Awards.

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Towards AI

AUGUST 10, 2023

PC Magazine: # 4 Companies Control 67% of the World’s Cloud Infrastructure Amazon Web Services: The Swiss Army Knife Approach With its vast array of cloud infrastructure offerings and unrivaled scale, Amazon Web Services (AWS) has firmly established itself as the dominant player in the space. Enter Amazon Bedrock, launched in April 2023.

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Tableau

MARCH 8, 2022

InterWorks AMER was our top Reseller for 2021 in terms of partner revenue, net new customer acquisition, and renewal rate. Impactful Technology Solution of the Year: AWS. In addition to MCA, AWS also partners with Tableau to help our global community. Amazing work—congratulations AWS! Global Partner Awards.

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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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O'Reilly Media

SEPTEMBER 15, 2021

In June 2021, we asked the recipients of our Data & AI Newsletter to respond to a survey about compensation. Cloud certifications, specifically in AWS and Microsoft Azure, were most strongly associated with salary increases. The top certification was for AWS (3.9% Salaries were lower regardless of education or job title.

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Mlearning.ai

FEBRUARY 22, 2023

We may use AWS SageMaker to preprocess data, train model and make inferences. In this tutorial, I would like to show you a step-by-step method on how to connect AWS SageMaker with the Snowflake environment. But it’s good practice to have a service account that we can store in AWS either in secret key or parameter store.

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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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KDnuggets

DECEMBER 7, 2021

A lot of missing values in the dataset can affect the quality of prediction in the long run. Several methods can be used to fill the missing values and Datawig is one of the most efficient ones.

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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

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

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

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

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

JANUARY 13, 2023

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. For Account ID , enter the AWS account ID of the owner of the accepter VPC.

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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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Mlearning.ai

DECEMBER 22, 2023

You can jump AWS authentication steps if you're already in AWS 's environment. Fine-Tune Mixtral with QLoRA on Sagemaker For reducing the memory footprint of our training job, we will use QLoRA , a method introduced by Microsoft Research in 2021. </s> Finally, we can chunk and upload our dataset to S3.

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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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Tableau

NOVEMBER 24, 2019

November 16, 2021. Modern Cloud Analytics (MCA) combines the resources, technical expertise, and data knowledge of Tableau, Amazon Web Services (AWS) , and our respective partner networks to help organizations maximize the value of their end-to-end data and analytics investments. Jason Dudek. Senior Partner Development Manager.

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Tableau

NOVEMBER 24, 2019

November 16, 2021. Modern Cloud Analytics (MCA) combines the resources, technical expertise, and data knowledge of Tableau, Amazon Web Services (AWS) , and our respective partner networks to help organizations maximize the value of their end-to-end data and analytics investments. Jason Dudek. Senior Partner Development Manager.

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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

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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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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Tableau

NOVEMBER 24, 2019

Modern Cloud Analytics (MCA) combines the resources, technical expertise, and data knowledge of Tableau, Amazon Web Services (AWS) , and our respective partner networks to help organizations maximize the value of their end-to-end data and analytics investments. Core product integration and connectivity between Tableau and AWS.

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Hacker News

FEBRUARY 27, 2023

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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

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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KDnuggets

NOVEMBER 18, 2021

To guide you in becoming a data-driven organization, AWS Data Exchange has created a new eBook, 101 Ways to Use Third-Party Data to Make Smarter Decisions. Learn how to transform the ‘currency’ of data into actionable business insights.

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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

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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