AWS Machine Learning

NOVEMBER 16, 2022

For an example account structure to follow organizational unit best practices to host models using SageMaker endpoints across accounts, refer to MLOps Workload Orchestrator. Some things to note in the preceding architecture: Accounts follow a principle of least privilege to follow security best practices. Prerequisites.

Accountability 97

Accountability Best practices Scripts Engineering 97

AWS Machine Learning

MAY 12, 2023

These AI-powered extensions help accelerate ML development by offering code suggestions as you type, and ensure that your code is secure and follows AWS best practices. Today, we are excited to announce the availability of Amazon CodeWhisperer and Amazon CodeGuru Security extensions in SageMaker notebooks.

Best practices 98

Best practices APIs Banking Engineering 98

Avaya

NOVEMBER 16, 2016

Open APIs: An open API model is advantageous in that it allows developers outside of companies to easily access and use APIs to create breakthrough innovations. At the same time, however, publicly available APIs are also exposed ones. billion GB of data were being produced every day in 2012 alone!)

APIs 72

APIs Transportation Enterprise Healthcare 72

AWS Machine Learning

FEBRUARY 6, 2024

The workflow includes the following steps: A QnABot administrator can configure the questions using the Content Designer UI delivered by Amazon API Gateway and Amazon Simple Storage Service (Amazon S3). Amazon Lex V2 getting started- Streaming APIs]([link] Expand the Advanced section and enter the same answer under Markdown Answer.

Chatbots 130

Chatbots APIs Self service Banking 130

AWS Machine Learning

JULY 17, 2023

Also, Amazon Redshift and SageMaker Studio are typically configured in VPCs with private subnets to improve security and reduce the risk of unauthorized access as a best practice. Organizations with a multi-account architecture typically have Amazon Redshift and SageMaker Studio in two separate AWS accounts.

Accountability 86

Accountability APIs Best practices Management 86

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. They provide a fact sheet of the model that is important for model governance. For more information, refer to Configure the AWS CLI.

Government 119

Government Accountability Enterprise Best practices 119

AWS Machine Learning

DECEMBER 1, 2022

The statement labeled RemoveErrorMessagesFromConsole can be removed without affecting the ability to get into Studio, but will result in API errors on the console UI. Note that the following policy locks down Studio domain creation to VPC only. For additional information on CloudWatch Logs policies, refer to Customer managed policy examples.

Management 93

Management Government Enterprise APIs 93

AWS Machine Learning

DECEMBER 14, 2023

After you stop the Space, you can modify its settings using either the UI or API via the updated SageMaker Studio interface and then restart the Space. This can be done using either the SageMaker Studio UI or an API action, as shown in the following example.

APIs 123

APIs Engineering Management Scripts 123

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. They provide a fact sheet of the model that is important for model governance. For more information, refer to Configure the AWS CLI.

Government 52

Government Accountability Enterprise Best practices 52

Vistio

SEPTEMBER 20, 2021

And in 2012, I decided to make the jump to the indirect or referral partner channels, where a lot of these big Gartner ranked vendors across contact center and unified communications and networking have these really robust programs that enable partners, or referral brokers, or agents to basically add value around the purchasing process.

Contact Center 52

Contact Center Technology Finance Average Handle Time 52

AWS Machine Learning

AUGUST 27, 2024

Moreover, this capability prioritizes the connected Amazon Bedrock API source/primary region when possible, helping to minimize latency and improve responsiveness. Compatibility with existing Amazon Bedrock API No additional routing or data transfer cost and you pay the same price per token for models as in your source/primary region.

APIs 140

APIs Engineering Best practices Management 140

AWS Machine Learning

SEPTEMBER 7, 2023

In this post, we provide some best practices to maximize the value of SageMaker Pipelines and make the development experience seamless. Best practices for SageMaker Pipelines In this section, we discuss some best practices that can be followed while designing workflows using SageMaker Pipelines.

Best practices 121

Best practices Scripts Construction APIs 121

AWS Machine Learning

OCTOBER 10, 2024

The following are some recommended best practices: Notify data source content owners and administrators of your intent to disable ACL crawling and obtain their approval beforehand. Logging and monitoring the ACL crawling configuration Amazon Q Business uses AWS CloudTrail for logging API calls related to ACL crawling configuration.

APIs 116

APIs Accountability Best practices Enterprise 116

AWS Machine Learning

OCTOBER 17, 2024

You should have an AWS CloudTrail log file that logs the SageMaker API CreateUserProfile. If the access to AWS services in the selected VPC is restricted using AWS PrivateLink , make sure the Lambda security group can connect to the interface VPC endpoints for SageMaker (API), Amazon EFS, and Amazon Elastic Compute Cloud (Amazon EC2).

Government 113

Government Accountability APIs Engineering 113

AWS Machine Learning

MARCH 10, 2025

We share detailed insights into the architecture decisions, implementation strategies, security best practices, and key learnings that enabled Octus to maintain zero downtime while significantly improving the applications performance and scalability. Opportunities for innovation CreditAI by Octus version 1.x

Engineering 68

Engineering APIs Best practices Chatbots 68

AWS Machine Learning

OCTOBER 11, 2024

Amazon Bedrock makes it straightforward to adopt any of these choices by providing a common set of APIs, industry-leading embedding models, security, governance, and observability. If you create a new bucket, make sure to follow your organization’s best practices and guidelines. # client('sts').get_caller_identity().get('Account')

APIs 104

APIs Enterprise Engineering Government 104