AWS Machine Learning

FEBRUARY 12, 2025

Do not create a new AWS account, IAM user, or IAM group as part of those instructions. Follow Create a service role for model customization to modify the trust relationship and add the S3 bucket permission. If you have used AWS CodeStar before, skip ahead to Step 2 Step 2: Create a Project in AWS CodeStar.

APIs 78

APIs Management Benchmark Scripts 78

AWS Machine Learning

NOVEMBER 13, 2024

Prerequisites To implement the proposed solution, make sure that you have the following: An AWS account and a working knowledge of FMs, Amazon Bedrock , Amazon SageMaker , Amazon OpenSearch Service , Amazon S3 , and AWS Identity and Access Management (IAM). Display results : Display the top K similar results to the user.

Engineering 115

Engineering Management APIs Healthcare 115

AWS Machine Learning

MARCH 19, 2025

When preparing the answer, take into account the following text: {context} ] Before answering the question, think through it step-by-step within the tags. The system prompt we used in this example is as follows: You are an office assistant helping humans to write text for their documents. join(tags)})>(?

APIs 113

APIs Automotive Accountability Analytics 113

AWS Machine Learning

DECEMBER 4, 2024

When you activate Run As support, it prevents Session Manager from starting sessions using the ssm-user account on a managed node. Also attach the following JSON policy to the role, which enables SageMaker Studio to access the SageMaker HyperPod cluster. The POSIX user is the user that is set up on the Slurm head node.

Scripts 101

Scripts Engineering Management Metrics 101

AWS Machine Learning

OCTOBER 28, 2024

This Lambda function retrieves the necessary BigQuery credentials (service account private key) from AWS Secrets Manager for authentication purposes. Prerequisites Complete the following prerequisite steps: Create a service account in GCP and a service account key. Download the private key JSON file.

Telecommunications 109

Telecommunications Engineering Enterprise Accountability 109

AWS Machine Learning

JULY 10, 2025

Optional: Filter spaces to a specific domain or user When connecting to an account using IAM, you will see a list of spaces in the account and region. This can be overwhelming if the account has tens or hundreds of domains, users and spaces.

APIs 92

APIs Engineering Government Enterprise 92

AWS Machine Learning

JUNE 6, 2025

Many organizations need to share a centralized, high-performance GPU computing infrastructure across different teams, business units, or accounts within their organization. Organizations also use multiple AWS accounts for their users. In this architecture, one organization is splitting resources across a few accounts.

Government 83

Government Accountability Best practices Enterprise 83

AWS Machine Learning

JULY 14, 2025

Bucket policies work as long as the necessary policies fit within the policy size limits of S3 bucket policies (20 KB), AWS Identity and Access Management (IAM) policies (5 KB), and within the number of IAM principals allowed per account.

Government 69

Government Finance Enterprise APIs 69

AWS Machine Learning

JULY 11, 2025

If you choose to deploy using a SageMaker notebook, which is recommended, you will need access to an AWS account with permissions to create and launch a SageMaker notebook instance. Bootstrap and deploy the AWS CDK in your account: cdk bootstrap cdk deploy Note that this step may take some time, especially on the first deployment.

APIs 81

APIs Engineering Finance Scripts 81

AWS Machine Learning

NOVEMBER 15, 2024

Prerequisites To try out this solution using SageMaker JumpStart, you need the following prerequisites: An AWS account that will contain all of your AWS resources. of persons present’ for the sustainability committee meeting held on 5th April, 2012? An AWS Identity and Access Management (IAM) role to access SageMaker. WASHINGTON, D.

Benchmark 109

Benchmark Metrics Management Analytics 109

AWS Machine Learning

JUNE 9, 2025

An AWS account with Amazon Transcribe permissions. Two microphones connected to your computer and with browser permission to access these microphones.

APIs 78

APIs Feedback Accountability Management 78

Customer Service Life

OCTOBER 13, 2020

Properly authenticating the account. Leaving complete account notes for the next person who interacts with the customer. This exercise reminded me of the time when we started this blog back in 2012. Starting a blog about customer service became instant accountability for me. Quality as accountability.

Accountability 185

Accountability Customer Service Coaching Contact Center 185

Beyond Philosophy

DECEMBER 19, 2016

Sales soared in 2012. In our customer experience consultancy, we help companies design a customer experience that that fosters customer loyalty and engagement by taking customers’ emotional behavior into account. This isn’t the first time Patagonia has scored big by proclaiming its environmental and social values.

Sales 353

Sales Banking Customer emotions Education 353

AWS Machine Learning

MARCH 13, 2024

With an increase in use cases and datasets using bucket policy statements, managing cross-account access per application is too complex and long for a bucket policy to accommodate. This post walks through the steps involved in configuring S3 Access Points to enable cross-account access from a SageMaker notebook instance.

Accountability 126

Accountability Engineering Enterprise Big data 126

AWS Machine Learning

NOVEMBER 16, 2022

When designing production CI/CD pipelines, AWS recommends leveraging multiple accounts to isolate resources, contain security threats and simplify billing-and data science pipelines are no different. Some things to note in the preceding architecture: Accounts follow a principle of least privilege to follow security best practices.

Accountability 98

Accountability Best practices Scripts Engineering 98

AWS Machine Learning

JULY 17, 2023

As described in the AWS Well-Architected Framework , separating workloads across accounts enables your organization to set common guardrails while isolating environments. Organizations with a multi-account architecture typically have Amazon Redshift and SageMaker Studio in two separate AWS accounts.

Accountability 97

Accountability APIs Best practices Management 97

AWS Machine Learning

OCTOBER 30, 2023

The Amazon Bedrock VPC endpoint powered by AWS PrivateLink allows you to establish a private connection between the VPC in your account and the Amazon Bedrock service account. Use the following template to create the infrastructure stack Bedrock-GenAI-Stack in your AWS account. You’re redirected to the IAM console.

APIs 142

APIs Big data Accountability Enterprise 142

AWS Machine Learning

NOVEMBER 9, 2023

Central model registry – Amazon SageMaker Model Registry is set up in a separate AWS account to track model versions generated across the dev and prod environments. Approve the model in SageMaker Model Registry in the central model registry account. Create a pull request to merge the code into the main branch of the GitHub repository.

Scripts 121

Scripts Accountability Best practices Engineering 121

ijgolding

NOVEMBER 28, 2014

Have a read… In August 2012 we moved our home and business to the Midlands. Since 2012, we have had the same tenants – they signed a three year contract. However, their Experian records have been black listed for the debt even though the account wasn’t in their name! Confused – we were!

Airlines 127

Airlines Accountability Finance Banking 127

AWS Machine Learning

SEPTEMBER 23, 2024

Provide the AWS Region, account, and model IDs appropriate for your environment. Lijan Kuniyil is a Senior Technical Account Manager at AWS. Limit access to all Amazon Bedrock models To restrict access to all Amazon Bedrock models, you can modify the SageMaker role to explicitly deny these APIs.

Government 121

Government Enterprise APIs Accountability 121

AWS Machine Learning

SEPTEMBER 3, 2024

Additionally, make sure you scope down the resources in the runtime policies to adhere to the principle of least privilege. { "Version": "2012-10-17", "Statement": [ { "Sid": "ReadAccessForEMRSamples", "Effect": "Allow", "Action": [ "s3:GetObject", "s3:ListBucket" ], "Resource": [ "arn:aws:s3:::*.elasticmapreduce",

Big data 117

Big data Engineering Accountability Real estate 117

AWS Machine Learning

JULY 9, 2025

Solution overview In SageMaker Unified Studio, a domain serves as the primary organizational structure, so you can oversee multiple AWS Regions, accounts, and workloads from a single interface. Each domain is assigned a unique URL and offers centralized control over studio configurations, user accounts, and network settings.

Government 85

Government Accountability Enterprise Healthcare 85

AWS Machine Learning

JULY 23, 2024

For example, you may have the following data types: Name Address Phone number Email address Account number Email address and physical mailing address are often considered a medium classification level. These policies allow to audit and mask sensitive data that appears in log events ingested by the log groups in your account.

Accountability 123

Accountability Government Chatbots Best practices 123

AWS Machine Learning

JUNE 21, 2024

Finally, admins can share access to private hubs across multiple AWS accounts, enabling collaborative model management while maintaining centralized control. SageMaker JumpStart uses AWS Resource Access Manager (AWS RAM) to securely share private hubs with other accounts in the same organization.

Management 121

Management Accountability Government Enterprise 121

AWS Machine Learning

JANUARY 9, 2024

In this post, we walk you through the process to deploy Amazon Q in your AWS account and add it to your Slack workspace. In the following sections, we show how to deploy the project to your own AWS account and Slack workspace, and start experimenting! Everything you need is provided as open source in our GitHub repo.

Accountability 137

Accountability Engineering Management Enterprise 137

AWS Machine Learning

SEPTEMBER 19, 2023

The challenge The VirtuSwap Minerva engine creates recommendations for optimal distribution of liquidity between different liquidity pools, while taking into account multiple parameters, such as trading volumes, current market liquidity, and volatilities of traded assets, constrained by a total amount of liquidity available for distribution.

APIs 142

APIs Accountability Engineering Technology 142

Callminer

AUGUST 1, 2017

Source: Human Resource Management; Issue: 51(4); 2012; Pages 535-548. Smitha obtained her license as CPA in 2007 from the California Board of Accountancy. With more than 15 years of experience in business, finance and accounting, she is also responsible for implementing financial controls and processes.

Contact Center 334

Contact Center Call Center Average Handle Time Real estate 334

AWS Machine Learning

APRIL 16, 2024

IAM role that is used by the bot at runtime BotRuntimeRole: Type: AWS::IAM::Role Properties: AssumeRolePolicyDocument: Version: "2012-10-17" Statement: - Effect: Allow Principal: Service: - lexv2.amazonaws.com

Management 121

Management Construction APIs Chatbots 121

Calabrio

MAY 3, 2021

Instead, I create a culture of accountability with the entire team. I give people the freedom and autonomy to be successful, then I check in to make sure they know they’re going to be held accountable. “Coach Izzo taught me that a player-led team is always more successful than a coach-led team,” David says.

Contact Center 105

Contact Center Coaching Surveys Accountability 105

AWS Machine Learning

MAY 8, 2023

How to use MLflow as a centralized repository in a multi-account setup. Prerequisites Before deploying the solution, make sure you have access to an AWS account with admin permissions. Multi-account considerations Data science workflows have to pass multiple stages as they progress from experimentation to production.

APIs 98

APIs Government Accountability Scripts 98

AWS Machine Learning

JANUARY 25, 2024

In this post, we walk you through the process to deploy Amazon Q business expert in your AWS account and add it to Microsoft Teams. In the following sections, we show how to deploy the project to your own AWS account and Teams account, and start experimenting! Everything you need is provided as open source in our GitHub repo.

Accountability 138

Accountability APIs Management Engineering 138

AWS Machine Learning

AUGUST 16, 2022

This feature allows you to copy your Rekognition Custom Labels models across projects, which can be in the same AWS account or across AWS accounts in the same AWS Region, without retraining the models from scratch. In this post, we show you how to copy models between different AWS accounts in the same AWS Region.

Accountability 98

Accountability Best practices Engineering Feedback 98

AWS Machine Learning

AUGUST 22, 2023

However, sometimes due to security and privacy regulations within or across organizations, the data is decentralized across multiple accounts or in different Regions and it can’t be centralized into one account or across Regions. Each account or Region has its own training instances.

Scripts 98

Scripts Accountability Transportation Benchmark 98

AWS Machine Learning

AUGUST 22, 2023

Prerequisites For this walkthrough, you should have the following prerequisites: An AWS account. For Bucket , select Choose a bucket in this account. We accessed the dataset from, and saved the resulting transformations to, an S3 access point alias across AWS accounts. However, you can use any other dataset you prefer.

Banking 98

Banking Enterprise Accountability Engineering 98

AWS Machine Learning

AUGUST 31, 2023

As you scale your models, projects, and teams, as a best practice we recommend that you adopt a multi-account strategy that provides project and team isolation for ML model development and deployment. Depending on your governance requirements, Data Science & Dev accounts can be merged into a single AWS account.

Government 128

Government Accountability Enterprise Best practices 128

AWS Machine Learning

JUNE 15, 2023

Then we build Jupyter notebooks in SageMaker to run the translation process using Amazon Translate public APIs.

APIs 103

APIs Benchmark Best practices Engineering 103

AWS Machine Learning

JUNE 28, 2022

The input data is a multi-variate time series that includes hourly electricity consumption of 321 users from 2012–2014. To try out the solution in your own account, make sure that you have the following in place: An AWS account to use this solution. If you don’t have an account, you can sign up for one.

Metrics 98

Metrics Healthcare Accountability Transportation 98