AWS Machine Learning

SEPTEMBER 13, 2024

Intricate workflows that require dynamic and complex API orchestration can often be complex to manage. In this post, we explore how chaining domain-specific agents using Amazon Bedrock Agents can transform a system of complex API interactions into streamlined, adaptive workflows, empowering your business to operate with agility and precision.

APIs 130

APIs Enterprise Best practices Accountability 130

AWS Machine Learning

OCTOBER 31, 2024

Amazon Q Business is a fully managed, generative AI-powered assistant designed to enhance enterprise operations. Whether you’re a small startup or a large enterprise, this solution can help you maximize the potential of your Gmail data and empower your team with actionable insights.

APIs 115

APIs Accountability Enterprise Engineering 115

AWS Machine Learning

JANUARY 29, 2025

Large organizations often have many business units with multiple lines of business (LOBs), with a central governing entity, and typically use AWS Organizations with an Amazon Web Services (AWS) multi-account strategy. LOBs have autonomy over their AI workflows, models, and data within their respective AWS accounts.

Enterprise 84

Enterprise Government Accountability Finance 84

AWS Machine Learning

MARCH 19, 2025

Their results speak for themselvesAdobe achieved a 20-fold scale-up in model training while maintaining the enterprise-grade performance and reliability their customers expect. ServiceNows innovative AI solutions showcase their vision for enterprise-specific AI optimization. times lower latency compared to other platforms.

Healthcare 141

Healthcare Enterprise APIs Transportation 141

AWS Machine Learning

MARCH 19, 2025

Note that these APIs use objects as namespaces, alleviating the need for explicit imports. API Gateway supports multiple mechanisms for controlling and managing access to an API. AWS Lambda handles the REST API integration, processing the requests and invoking the appropriate AWS services.

APIs 105

APIs Automotive Accountability Analytics 105

AWS Machine Learning

MARCH 11, 2025

These models offer enterprises a range of capabilities, balancing accuracy, speed, and cost-efficiency. Using its enterprise software, FloTorch conducted an extensive comparison between Amazon Nova models and OpenAIs GPT-4o models with the Comprehensive Retrieval Augmented Generation (CRAG) benchmark dataset.

Benchmark 99

Benchmark APIs Enterprise Scripts 99

AWS Machine Learning

MARCH 14, 2025

Traditional automation approaches require custom API integrations for each application, creating significant development overhead. Add the Amazon Bedrock Agents supported computer use action groups to your agent using CreateAgentActionGroup API. Prerequisites AWS Command Line Interface (CLI), follow instructions here.

APIs 129

APIs Engineering CRM Enterprise 129

AWS Machine Learning

NOVEMBER 13, 2024

The solution also uses Amazon Cognito user pools and identity pools for managing authentication and authorization of users, Amazon API Gateway REST APIs, AWS Lambda functions, and an Amazon Simple Storage Service (Amazon S3) bucket. To launch the solution in a different Region, change the aws_region parameter accordingly.

APIs 127

APIs Scripts Accountability Entertainment 127

AWS Machine Learning

DECEMBER 18, 2024

Many enterprise customers across various industries are looking to adopt Generative AI to drive innovation, user productivity, and enhance customer experience. Amazon Q Business understands natural language and allows users to receive immediate, permissions-aware responses from enterprise data sources with citations.

APIs 82

APIs Enterprise Accountability Government 82

AWS Machine Learning

NOVEMBER 14, 2024

We recently announced the general availability of cross-account sharing of Amazon SageMaker Model Registry using AWS Resource Access Manager (AWS RAM) , making it easier to securely share and discover machine learning (ML) models across your AWS accounts. Mitigation strategies : Implementing measures to minimize or eliminate risks.

Government 94

Government Management APIs Accountability 94

AWS Machine Learning

MARCH 26, 2025

These new features streamline the ML workflow by combining the convenience of pre-built solutions with the flexibility of custom development, while maintaining enterprise-grade security and governance. For enterprise customers, the ability to curate and fine-tune both pre-built and custom models is crucial for successful AI implementation.

APIs 93

APIs Enterprise Government Accountability 93

AWS Machine Learning

AUGUST 22, 2024

Amazon Q Business is a conversational assistant powered by generative artificial intelligence (AI) that enhances workforce productivity by answering questions and completing tasks based on information in your enterprise systems, which each user is authorized to access.

Enterprise 125

Enterprise APIs Accountability Management 125

AWS Machine Learning

SEPTEMBER 23, 2024

With the rise of powerful foundation models (FMs) powered by services such as Amazon Bedrock and Amazon SageMaker JumpStart , enterprises want to exercise granular control over which users and groups can access and use these models. We provide code examples tailored to common enterprise governance scenarios.

Government 113

Government Enterprise APIs Accountability 113

AWS Machine Learning

AUGUST 2, 2024

GraphStorm is a low-code enterprise graph machine learning (GML) framework to build, train, and deploy graph ML solutions on complex enterprise-scale graphs in days instead of months. adds new APIs to customize GraphStorm pipelines: you now only need 12 lines of code to implement a custom node classification training loop.

APIs 114

APIs Benchmark Construction Enterprise 114

AWS Machine Learning

JANUARY 22, 2025

Amazon Bedrock Flows offers an intuitive visual builder and a set of APIs to seamlessly link foundation models (FMs), Amazon Bedrock features, and AWS services to build and automate user-defined generative AI workflows at scale. Test the flow Youre now ready to test the flow through the Amazon Bedrock console or API.

APIs 125

APIs Transportation Best practices Enterprise 125

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 105

Education Engineering APIs Enterprise 105

AWS Machine Learning

OCTOBER 30, 2024

Enabling Global Resiliency for an Amazon Lex bot is straightforward using the AWS Management Console , AWS Command Line Interface (AWS CLI), or APIs. If this option isn’t visible, the Global Resiliency feature may not be enabled for your account. To better understand the solution, refer to the following architecture diagram.

Chatbots 102

Chatbots Interactive Voice Response APIs Telecommunications 102

AWS Machine Learning

DECEMBER 11, 2024

Weve seen our sales teams use this capability to do things like consolidate meeting notes from multiple team members, analyze business reports, and develop account strategies. For authentication, we use AWS IAM Identity Center for enterprise single sign-on (SSO), using our internal identity provider called Amazon Federate.

Sales 97

Sales Accountability APIs CRM 97

AWS Machine Learning

FEBRUARY 11, 2025

We use various AWS services to deploy a complete solution that you can use to interact with an API providing real-time weather information. We also use identity pool to provide temporary AWS credentials for the user while they interact with Amazon Bedrock API. In this solution, we use Amazon Bedrock Agents.

APIs 80

APIs Enterprise Accountability Management 80

AWS Machine Learning

SEPTEMBER 6, 2023

In this post, we build a secure enterprise application using AWS Amplify that invokes an Amazon SageMaker JumpStart foundation model, Amazon SageMaker endpoints, and Amazon OpenSearch Service to explain how to create text-to-text or text-to-image and Retrieval Augmented Generation (RAG). You may need to request a quota increase.

Enterprise 120

Enterprise APIs Real estate Construction 120

AWS Machine Learning

APRIL 30, 2024

Amazon Q Business is a conversational assistant powered by generative artificial intelligence (AI) that enhances workforce productivity by answering questions and completing tasks based on information in your enterprise systems. There are two types of IAM Identity Center instances: an organization instance and an account instance.

Enterprise 126

Enterprise Accountability APIs Management 126

AWS Machine Learning

JANUARY 24, 2024

Building proofs of concept is relatively straightforward because cutting-edge foundation models are available from specialized providers through a simple API call. Additionally, enterprises must ensure data security when handling proprietary and sensitive data, such as personal data or intellectual property. Who has access to the data?

Enterprise 142

Enterprise APIs Advertising Technology 142

AWS Machine Learning

JANUARY 24, 2025

These steps might involve both the use of an LLM and external data sources and APIs. Agent plugin controller This component is responsible for the API integration to external data sources and APIs. The LLM agent is an orchestrator of a set of steps that might be necessary to complete the desired request.

APIs 105

APIs Scripts Best practices Management 105

AWS Machine Learning

MARCH 6, 2025

This blog post delves into how these innovative tools synergize to elevate the performance of your AI applications, ensuring they not only meet but exceed the exacting standards of enterprise-level deployments. By adopting this holistic evaluation approach, enterprises can fully harness the transformative power of generative AI applications.

Metrics 107

Metrics Enterprise APIs Engineering 107

AWS Machine Learning

JUNE 24, 2022

As enterprise businesses embrace machine learning (ML) across their organizations, manual workflows for building, training, and deploying ML models tend to become bottlenecks to innovation. Building an MLOps foundation that can cover the operations, people, and technology needs of enterprise customers is challenging.

Enterprise 114

Enterprise Engineering Accountability APIs 114

AWS Machine Learning

FEBRUARY 25, 2025

To build a generative AI -based conversational application integrated with relevant data sources, an enterprise needs to invest time, money, and people. Alation is a data intelligence company serving more than 600 global enterprises, including 40% of the Fortune 100. This blog post is co-written with Gene Arnold from Alation.

Enterprise 89

Enterprise Engineering APIs Accountability 89

AWS Machine Learning

MARCH 4, 2025

Scalability The solution can handle multiple reviews simultaneously, making it suitable for organizations of all sizes, from startups to enterprises. Data privacy and network security With Amazon Bedrock, you are in control of your data, and all your inputs and customizations remain private to your AWS account.

Best practices 105

Best practices Enterprise Engineering Strategic Value 105

AWS Machine Learning

JULY 2, 2024

With the rise of generative artificial intelligence (AI), an increasing number of organizations use digital assistants to have their end-users ask domain-specific questions, using Retrieval Augmented Generation (RAG) over their enterprise data sources. The request is sent by the web application to the API. installed Node.js

APIs 132

APIs Scripts Enterprise Engineering 132

AWS Machine Learning

FEBRUARY 21, 2025

Solution overview Our solution implements a verified semantic cache using the Amazon Bedrock Knowledge Bases Retrieve API to reduce hallucinations in LLM responses while simultaneously improving latency and reducing costs. The function checks the semantic cache (Amazon Bedrock Knowledge Bases) using the Retrieve API.

Engineering 116

Engineering APIs Analytics Enterprise 116

AWS Machine Learning

NOVEMBER 7, 2023

Furthermore, the cost to train new LLMs can prove prohibitive for many enterprise settings. These demos can be seamlessly deployed in your AWS account, offering foundational insights and guidance on utilizing AWS services to create a state-of-the-art LLM generative AI question and answer bot and content generation. Python 3.6

Enterprise 116

Enterprise APIs Engineering Accountability 116

AWS Machine Learning

MARCH 18, 2025

As generative AI adoption accelerates across enterprises, maintaining safe, responsible, and compliant AI interactions has never been more critical. Amazon Bedrock Guardrails provides configurable safeguards that help organizations build generative AI applications with industry-leading safety protections.

Government 87

Government APIs Enterprise Technology 87

AWS Machine Learning

AUGUST 29, 2022

On August 9, 2022, we announced the general availability of cross-account sharing of Amazon SageMaker Pipelines entities. You can now use cross-account support for Amazon SageMaker Pipelines to share pipeline entities across AWS accounts and access shared pipelines directly through Amazon SageMaker API calls.

Accountability 96

Accountability APIs Management Engineering 96

AWS Machine Learning

NOVEMBER 19, 2024

The technical sessions covering generative AI are divided into six areas: First, we’ll spotlight Amazon Q , the generative AI-powered assistant transforming software development and enterprise data utilization. Learn how Toyota utilizes analytics to detect emerging themes and unlock insights used by leaders across the enterprise.

APIs 92

APIs Enterprise Best practices Government 92

AWS Machine Learning

FEBRUARY 21, 2025

Generative AI is revolutionizing enterprise automation, enabling AI systems to understand context, make decisions, and act independently. The solution uses the FMs tool use capabilities, accessed through the Amazon Bedrock Converse API. For more details on how tool use works, refer to The complete tool use workflow.

APIs 84

APIs Healthcare Consulting Consulting 84

AWS Machine Learning

FEBRUARY 13, 2024

SageMaker Feature Store now makes it effortless to share, discover, and access feature groups across AWS accounts. With this launch, account owners can grant access to select feature groups by other accounts using AWS Resource Access Manager (AWS RAM).

Accountability 126

Accountability Government Engineering Scripts 126

AWS Machine Learning

APRIL 10, 2025

For instance, as a marketing manager for a video-on-demand company, you might want to send personalized email messages tailored to each individual usertaking into account their demographic information, such as gender and age, and their viewing preferences. Amazon Bedrock users must request access to models before they are available for use.

Personalization 69

Personalization APIs Advertising Accountability 69

AWS Machine Learning

OCTOBER 30, 2023

It allows developers to build and scale generative AI applications using FMs through an API, without managing infrastructure. Customers are building innovative generative AI applications using Amazon Bedrock APIs using their own proprietary data.

APIs 141

APIs Big data Accountability Enterprise 141