AWS Machine Learning

MARCH 4, 2025

Building cloud infrastructure based on proven best practices promotes security, reliability and cost efficiency. We demonstrate how to harness the power of LLMs to build an intelligent, scalable system that analyzes architecture documents and generates insightful recommendations based on AWS Well-Architected best practices.

Best practices 96

Best practices Enterprise Engineering Strategic Value 96

AWS Machine Learning

JANUARY 28, 2025

Using SageMaker with MLflow to track experiments The fully managed MLflow capability on SageMaker is built around three core components: MLflow tracking server This component can be quickly set up through the Amazon SageMaker Studio interface or using the API for more granular configurations.

Management 104

Management APIs Engineering Metrics 104

AWS Machine Learning

AUGUST 2, 2024

adds new APIs to customize GraphStorm pipelines: you now only need 12 lines of code to implement a custom node classification training loop. To help you get started with the new API, we have published two Jupyter notebook examples: one for node classification, and one for a link prediction task. Specifically, GraphStorm 0.3

APIs 115

APIs Benchmark Construction Enterprise 115

AWS Machine Learning

MARCH 6, 2023

In this post, we dive into tips and best practices for successful LLM training on Amazon SageMaker Training. The post covers all the phases of an LLM training workload and describes associated infrastructure features and best practices. Some of the best practices in this post refer specifically to ml.p4d.24xlarge

Best practices 101

Best practices APIs Transportation Scripts 101

AWS Machine Learning

OCTOBER 30, 2023

It allows developers to build and scale generative AI applications using FMs through an API, without managing infrastructure. You can choose from various FMs from Amazon and leading AI startups such as AI21 Labs, Anthropic, Cohere, and Stability AI to find the model that’s best suited for your use case.

APIs 141

APIs Big data Accountability Enterprise 141

AWS Machine Learning

JANUARY 10, 2023

This post describes the best practices for load testing a SageMaker endpoint to find the right configuration for the number of instances and size. For example, if you client is making the InvokeEndpoint API call over the internet, from the client’s perspective, the end-to-end latency would be internet + ModelLatency + OverheadLatency.

Best practices 93

Best practices Scripts APIs Metrics 93

AWS Machine Learning

MARCH 27, 2025

Refer to Getting started with the API to set up your environment to make Amazon Bedrock requests through the AWS API. Test the code using the native inference API for Anthropics Claude The following code uses the native inference API to send a text message to Anthropics Claude. client = boto3.client("bedrock-runtime",

Education 91

Education Engineering APIs Enterprise 91

CSM Magazine

DECEMBER 10, 2021

As a CX consultant with decades of experience in contact center solutions, Avtex has a unique viewpoint to the changing landscape of both CX and EX best practices. Bank, Wells Fargo, United Health Group, numerous credit unions and manufacturers.

Best practices 98

Best practices Employee engagement Journey mapping Consulting 98

AWS Machine Learning

FEBRUARY 11, 2025

First we discuss end-to-end large-scale data integration with Amazon Q Business, covering data preprocessing, security guardrail implementation, and Amazon Q Business best practices. Step Functions orchestrates AWS services like AWS Lambda and organization APIs like DataStore to ingest, process, and store data securely.

Enterprise 91

Enterprise Engineering APIs Best practices 91

AWS Machine Learning

JULY 30, 2024

Amazon Q Business uses AWS IAM Identity Center to record the workforce users you assign access to and their attributes, such as group associations. Because Identity Center serves as their common reference of your users and groups, these AWS applications can give your users a consistent experience as they navigate AWS.

APIs 126

APIs Enterprise Accountability Management 126

CSM Magazine

FEBRUARY 19, 2025

Challenge 2: Integration with Wearables and Third-Party APIs Many people use smartwatches and heart rate monitors to measure sleep, stress, and physical activity, which may affect mental health. Third-party APIs may link apps to healthcare and meditation services. However, integrating these diverse sources is not straightforward.

APIs 52

APIs Healthcare Gamification Consulting 52

AWS Machine Learning

FEBRUARY 8, 2024

At the forefront of this evolution sits Amazon Bedrock , a fully managed service that makes high-performing foundation models (FMs) from Amazon and other leading AI companies available through an API. System integration – Agents make API calls to integrated company systems to run specific actions.

APIs 140

APIs Scripts Enterprise Management 140

AWS Machine Learning

MARCH 3, 2025

They enable applications requiring very low latency or local data processing using familiar APIs and tool sets. Create a security group or select an existing one. Configure the security groups inbound rules to allow traffic only from your clients IP address on port 8080. Delete the security groups and subnets.

APIs 71

APIs Benchmark Metrics Healthcare 71

AWS Machine Learning

SEPTEMBER 18, 2024

Amazon Bedrock enables access to powerful generative AI models like Stable Diffusion through a user-friendly API. The user chooses Call API to invoke API Gateway to begin processing on the backend. The API invokes a Lambda function, which uses the Amazon Bedrock API to invoke the Stability AI SDXL 1.0

APIs 128

APIs Entertainment Best practices Advertising 128

AWS Machine Learning

JULY 11, 2024

Diagram analysis and query generation : The Amazon Bedrock agent forwards the architecture diagram location to an action group that invokes an AWS Lambda. On receiving confirmation from the user, the agent passes this information to the second action group to generate IaC. Take approval from user.

Scripts 135

Scripts APIs Engineering industry standards 135

AWS Machine Learning

MAY 1, 2024

Amazon Bedrock is a fully managed service that offers a choice of high-performing foundation models (FMs) from leading AI companies like AI21 Labs, Anthropic, Cohere, Meta, Stability AI, and Amazon through a single API, along with a broad set of capabilities to build generative AI applications with security, privacy, and responsible AI.

Chatbots 128

Chatbots APIs Engineering Automotive 128

AWS Machine Learning

FEBRUARY 9, 2024

Amazon Bedrock is a fully managed service that offers a choice of high-performing foundation models from leading AI companies like AI21 Labs, Anthropic, Cohere, Meta, Stability AI, and Amazon via a single API, along with a broad set of capabilities to build generative AI applications with security, privacy, and responsible AI.

SaaS 144

SaaS APIs Government Accountability 144

AWS Machine Learning

AUGUST 26, 2024

The GenASL web app invokes the backend services by sending the S3 object key in the payload to an API hosted on Amazon API Gateway. API Gateway instantiates an AWS Step Functions The state machine orchestrates the AI/ML services Amazon Transcribe and Amazon Bedrock and the NoSQL data store Amazon DynamoDB using AWS Lambda functions.

APIs 120

APIs Calibration Best practices Metrics 120

AWS Machine Learning

FEBRUARY 28, 2025

You can integrate Smartsheet to Amazon Q Business through the AWS Management Console , AWS Command Line Interface (AWS CLI), or the CreateDataSource API. In Smartsheet Have access to the Smartsheet Event Reporting API. This streamlined process improves client retention, increases accuracy, and elevates overall service quality.

APIs 66

APIs Enterprise Accountability Management 66

AWS Machine Learning

NOVEMBER 17, 2023

The action is an API that the model can invoke from an allowed set of APIs. Action groups are tasks that the agent can perform autonomously. Action groups are mapped to an AWS Lambda function and related API schema to perform API calls. A set of actions comprise an action group.

APIs 112

APIs Customer Service Construction Analytics 112

AWS Machine Learning

MAY 30, 2024

AWS Prototyping successfully delivered a scalable prototype, which solved CBRE’s business problem with a high accuracy rate (over 95%) and supported reuse of embeddings for similar NLQs, and an API gateway for integration into CBRE’s dashboards. The following diagram illustrates the web interface and API management layer.

Real estate 128

Real estate APIs Metrics Construction 128

AWS Machine Learning

JANUARY 29, 2025

To facilitate this, the centralized account uses API gateways or other integration points provided by the LOBs AWS accounts. The centralized team maintains adherence to common standards, best practices, and organizational policies, while also enabling efficient sharing and reuse of generative AI components.

Enterprise 87

Enterprise Government Accountability Finance 87

AWS Machine Learning

AUGUST 22, 2024

Although it’s recommended to have an IAM Identity Center instance configured (with users federated and groups added) before you start, you can also choose to create and configure an IAM Identity Center instance for your Amazon Q Business application using the Amazon Q console. Similarly for pages and blogs, you use the restrictions page.

APIs 109

APIs Enterprise Accountability Management 109

AWS Machine Learning

AUGUST 22, 2024

You can use federated groups to define access control, and a user is charged only one time for their highest tier of Amazon Q Business subscription. The client application makes an AssumeRoleWithWebIdentity (OIDC mode) or AssumeRoleWithSAML (SAML mode) API call to AWS Security Token Service (AWS STS) to acquire AWS Sig V4 credentials.

Enterprise 127

Enterprise APIs Accountability Management 127

AWS Machine Learning

FEBRUARY 25, 2025

As a security best practice, storing the client application data in Secrets Manager is recommended. Grouped as Workplace, HR, and Regulatory, each policy contains a rough two-page summary of crucial organizational items of interest. Enter an easily identifiable application name, and choose Save. Choose Store in the last page.

Enterprise 92

Enterprise Engineering APIs Accountability 92

AWS Machine Learning

JULY 17, 2024

This post shows how to use AWS generative artificial intelligence (AI) services , like Amazon Q Business , with AWS Support cases, AWS Trusted Advisor , and AWS Health data to derive actionable insights based on common patterns, issues, and resolutions while using the AWS recommendations and best practices enabled by support data.

Scripts 121

Scripts APIs Enterprise Accountability 121

AWS Machine Learning

SEPTEMBER 28, 2023

A Generative AI Gateway can help large enterprises control, standardize, and govern FM consumption from services such as Amazon Bedrock , Amazon SageMaker JumpStart , third-party model providers (such as Anthropic and their APIs), and other model providers outside of the AWS ecosystem. What is a Generative AI Gateway?

APIs 118

APIs Government Enterprise Engineering 118

AWS Machine Learning

MARCH 15, 2023

The best practice for migration is to refactor these legacy codes using the Amazon SageMaker API or the SageMaker Python SDK. Step Functions is a serverless workflow service that can control SageMaker APIs directly through the use of the Amazon States Language. and postprocessing.py.

Scripts 142

Scripts APIs Engineering Construction 142

AWS Machine Learning

NOVEMBER 22, 2023

It also provides guidance to tackle common challenges, enabling you to architect your IDP workloads according to best practices. Focus areas The design principles and best practices of the Cost Optimization pillar are based on insights gathered from our customers and our IDP technical specialist communities.

Finance 107

Finance Best practices APIs Accountability 107

AWS Machine Learning

JANUARY 10, 2024

The solution uses AWS Lambda , Amazon API Gateway , Amazon EventBridge , and SageMaker to automate the workflow with human approval intervention in the middle. The approver approves the model by following the link in the email to an API Gateway endpoint. API Gateway invokes a Lambda function to initiate model updates.

APIs 125

APIs Construction Engineering Analytics 125

AWS Machine Learning

JULY 29, 2024

This post demonstrates how to use Amazon Q Business with SharePoint Online as the data source to provide answers, generate summaries, and present insights using least privilege access controls and best practices recommended by Microsoft SharePoint Dev Support Team. Choose API permissions under Manage in the navigation pane.

APIs 110

APIs Accountability Best practices Engineering 110

AWS Machine Learning

MARCH 14, 2025

This post focuses on RAG evaluation with Amazon Bedrock Knowledge Bases, provides a guide to set up the feature, discusses nuances to consider as you evaluate your prompts and responses, and finally discusses best practices. He has two graduate degrees in physics and a doctorate in engineering.

Metrics 81

Metrics Best practices Engineering APIs 81

AWS Machine Learning

JUNE 20, 2024

This isolates the instance from the internet and makes API calls to other AWS services not possible. In this post, we present a solution for configuring SageMaker notebook instances to connect to Amazon Bedrock and other AWS services with the use of AWS PrivateLink and Amazon Elastic Compute Cloud (Amazon EC2) security groups.

APIs 104

APIs Automotive Healthcare Engineering 104

AWS Machine Learning

JULY 24, 2024

A document’s ACL, included in the metadata.json or acl.json files alongside the document in the S3 bucket, contains details such as the user’s email address and local groups. In these instances, only the user’s local alias and local groups are specified in the document’s ACL. The user submits a query to the Amazon Q application.

Enterprise 130

Enterprise Engineering APIs Accountability 130

AWS Machine Learning

OCTOBER 16, 2023

Apart from GPU provisioning, this setup also required data scientists to build a REST API wrapper for each model, which was needed to provide a generic interface for other company services to consume, and to encapsulate preprocessing and postprocessing of model data. Two MMEs were created at Veriff, one for staging and one for production.

APIs 110

APIs Best practices Engineering Metrics 110

AWS Machine Learning

SEPTEMBER 11, 2023

IaC ensures that customer infrastructure and services are consistent, scalable, and reproducible while following best practices in the area of development operations (DevOps). The solution will use Terraform to create: A VPC with subnets, security groups, as well as VPC endpoints to support VPC only mode for the SageMaker Domain.

Scripts 120

Scripts APIs Management Best practices 120

AWS Machine Learning

NOVEMBER 14, 2023

In this post, we walk through best practices for managing LoRA fine-tuned models on Amazon SageMaker to address this emerging question. During fine-tuning, we integrate SageMaker Experiments Plus with the Transformers API to automatically log metrics like gradient, loss, etc.

Management 115

Management Best practices APIs Calibration 115