AWS Machine Learning

DECEMBER 4, 2024

Building generative AI applications presents significant challenges for organizations: they require specialized ML expertise, complex infrastructure management, and careful orchestration of multiple services. Prerequisites Before creating your application in Amazon Bedrock IDE, you’ll need to set up a few resources in your AWS account.

APIs 107

APIs Sales Surveys Analytics 107

Nexmo

AUGUST 4, 2020

The Vonage Voice API WebSockets feature recently left Beta status and became generally available. Vonage API Account. To complete this tutorial, you will need a Vonage API account. Once you have an account, you can find your API Key and API Secret at the top of the Vonage API Dashboard.

APIs 125

APIs Accountability 125

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 113

Chatbots Interactive Voice Response APIs Telecommunications 113

AWS Machine Learning

NOVEMBER 15, 2024

The rapid advancement of generative AI promises transformative innovation, yet it also presents significant challenges. Simply upload an image to the Amazon Bedrock console, and the API will detect watermarks embedded in images generated by the Amazon Titan model, including both the base model and customized versions.

APIs 112

APIs Government Best practices Metrics 112

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. Present the information in a clear and engaging manner. Avoid any hallucinations or fabricated content.

APIs 131

APIs Transportation Best practices Enterprise 131

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 125

Engineering APIs Analytics Enterprise 125

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 117

APIs Scripts Best practices Management 117

AWS Machine Learning

AUGUST 2, 2024

With GraphStorm, you can build solutions that directly take into account the structure of relationships or interactions between billions of entities, which are inherently embedded in most real-world data, including fraud detection scenarios, recommendations, community detection, and search/retrieval problems. Specifically, GraphStorm 0.3

APIs 118

APIs Benchmark Construction Enterprise 118

AWS Machine Learning

APRIL 23, 2025

For more information, see Redacting PII entities with asynchronous jobs (API). After the user is authenticated, they are logged in to the web application, where an AI assistant UI is presented to the user. The query is then forwarded using a REST API call to an Amazon API Gateway endpoint along with the access tokens in the header.

APIs 76

APIs Healthcare Enterprise Accountability 76

AWS Machine Learning

MARCH 19, 2025

Its the kind of ambitious mission that excites me, not just because of its bold vision, but because of the incredible technical challenges it presents. Theyve taken on a technology most of us now take for granted: search. The results speak for themselvestheir inference stack achieves up to 3.1

Healthcare 144

Healthcare Enterprise APIs Transportation 144

AWS Machine Learning

NOVEMBER 21, 2024

The path to creating effective AI models for audio and video generation presents several distinct challenges. The pre-annotation Lambda function can process the input manifest file before data is presented to annotators, enabling any necessary formatting or modifications. On the SageMaker console, choose Labeling workforces.

APIs 103

APIs Feedback Telecommunications Management 103

AWS Machine Learning

MARCH 3, 2025

You can review the Mistral published benchmarks Prerequisites To try out Pixtral 12B in Amazon Bedrock Marketplace, you will need the following prerequisites: An AWS account that will contain all your AWS resources. You can find detailed usage instructions, including sample API calls and code snippets for integration.

Benchmark 110

Benchmark APIs Enterprise Construction 110

AWS Machine Learning

APRIL 10, 2025

Approach and base model overview In this section, we discuss the differences between a fine-tuning and RAG approach, present common use cases for each approach, and provide an overview of the base model used for experiments. The following diagram illustrates the solution architecture.

APIs 125

APIs Metrics Best practices Construction 125

AWS Machine Learning

JANUARY 14, 2025

The embedding model, which is hosted on the same EC2 instance as the local LLM API inference server, converts the text chunks into vector representations. The prompt is forwarded to the local LLM API inference server instance, where the prompt is tokenized and is converted into a vector representation using the local embedding model.

APIs 108

APIs Chatbots Enterprise Healthcare 108

AWS Machine Learning

MARCH 18, 2025

Beyond Amazon Bedrock models, the service offers the flexible ApplyGuardrails API that enables you to assess text using your pre-configured guardrails without invoking FMs, allowing you to implement safety controls across generative AI applicationswhether running on Amazon Bedrock or on other systemsat both input and output levels.

Government 103

Government APIs Enterprise Technology 103

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 98

Accountability APIs Management Engineering 98

AWS Machine Learning

SEPTEMBER 20, 2024

Amazon Bedrock agents use LLMs to break down tasks, interact dynamically with users, run actions through API calls, and augment knowledge using Amazon Bedrock Knowledge Bases. In this post, we demonstrate how to use Amazon Bedrock Agents with a web search API to integrate dynamic web content in your generative AI application.

APIs 106

APIs Chatbots Construction Engineering 106

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. In this post, we present a streamlined approach to deploying an AI-powered agent by combining Amazon Bedrock Agents and a foundation model (FM). In this solution, we use Amazon Bedrock Agents.

APIs 86

APIs Enterprise Accountability Management 86

AWS Machine Learning

OCTOBER 5, 2022

So much exposure naturally brings added risks like account takeover (ATO). Each year, bad actors compromise billions of accounts through stolen credentials, phishing, social engineering, and multiple forms of ATO. To put it into perspective: account takeover fraud increased by 90% to an estimated $11.4 Overview of solution.

Accountability 100

Accountability APIs Metrics Engineering 100

AWS Machine Learning

FEBRUARY 21, 2025

The solution uses the FMs tool use capabilities, accessed through the Amazon Bedrock Converse API. This enables the FMs to not just process text, but to actively engage with various external tools and APIs to perform complex document analysis tasks. For more details on how tool use works, refer to The complete tool use workflow.

APIs 94

APIs Healthcare Consulting Consulting 94

AWS Machine Learning

SEPTEMBER 12, 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 unified API, along with a broad set of capabilities to build generative AI applications with security, privacy, and responsible AI.

Healthcare 129

Healthcare APIs Accountability Enterprise 129

AWS Machine Learning

NOVEMBER 19, 2024

As attendees circulate through the GAIZ, subject matter experts and Generative AI Innovation Center strategists will be on-hand to share insights, answer questions, present customer stories from an extensive catalog of reference demos, and provide personalized guidance for moving generative AI applications into production.

APIs 108

APIs Enterprise Best practices Government 108

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

MARCH 6, 2025

Here are some examples of these metrics: Retrieval component Context precision Evaluates whether all of the ground-truth relevant items present in the contexts are ranked higher or not. Evaluate RAG components with Foundation models We can also use a Foundation Model as a judge to compute various metrics for both retrieval and generation.

Metrics 119

Metrics Enterprise APIs Engineering 119

AWS Machine Learning

SEPTEMBER 21, 2022

Until recently, organizations hosting private AWS DeepRacer events had to create and assign AWS accounts to every event participant. This often meant securing and monitoring usage across hundreds or even thousands of AWS accounts. Build a solution around AWS DeepRacer multi-user account management.

Accountability 91

Accountability APIs Enterprise Big data 91

AWS Machine Learning

APRIL 24, 2025

However, combining keyword search and semantic search presents significant complexity because different query types provide scores on different scales. Send the text, images, and metadata to Amazon Bedrock using its API to generate embeddings using the Amazon Titan Multimodal Embeddings G1 model. An OpenSearch Service domain.

Engineering 101

Engineering APIs Enterprise Accountability 101

AWS Machine Learning

JULY 30, 2024

For example, it enables user subscription management across Amazon Q offerings and consolidates Amazon Q billing from across multiple AWS accounts. Additionally, Q Business conversation APIs employ a layer of privacy protection by leveraging trusted identity propagation enabled by IAM Identity Center. Finally, you have an OAuth 2.0

APIs 134

APIs Enterprise Accountability Management 134

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 112

Education Engineering APIs Enterprise 112

AWS Machine Learning

MAY 15, 2024

The Amazon Bedrock API returns the output Q&A JSON file to the Lambda function. The container image sends the REST API request to Amazon API Gateway (using the GET method). API Gateway communicates with the TakeExamFn Lambda function as a proxy. The JSON file is returned to API Gateway.

Education 143

Education APIs Engineering Banking 143

AWS Machine Learning

MARCH 3, 2025

The device further processes this response, including text-to-speech (TTS) conversion for voice agents, before presenting it to the user. They enable applications requiring very low latency or local data processing using familiar APIs and tool sets. For a full list of available Local Zones, refer to the Local Zones locations page.

APIs 84

APIs Benchmark Metrics Healthcare 84

AWS Machine Learning

OCTOBER 8, 2024

In this post, we present a solution that harnesses the power of generative AI to streamline the user onboarding process for financial services through a digital assistant. This constraint impacts the flexibility for customers to initiate account opening at their preferred time. Using Anthropic’s Claude 3.5

Banking 120

Banking APIs Accountability Engineering 120

AWS Machine Learning

MAY 15, 2024

Next, we present the solution architecture and process flows for machine learning (ML) model building, deployment, and inferencing. Under the hood, this tool uses artifacts generated by SageMaker (step vii) which is then deployed into the production AWS account (step viii), using SageMaker SDKs. We end with lessons learned.

Advertising 133

Advertising APIs Engineering Benchmark 133

AWS Machine Learning

NOVEMBER 13, 2023

You receive results through an API and pay only for what you use, with no minimum fees or upfront commitments. Solution overview The real-time personalized recommendations solution is implemented using Amazon Personalize , Amazon Simple Storage Service (Amazon S3) , Amazon Kinesis Data Streams , AWS Lambda , and Amazon API Gateway.

Personalization 123

Personalization APIs Accountability Engineering 123

AWS Machine Learning

MARCH 26, 2024

One area that holds significant potential for improvement is accounts payable. On a high level, the accounts payable process includes receiving and scanning invoices, extraction of the relevant data from scanned invoices, validation, approval, and archival. It is available both as a synchronous or asynchronous API.

APIs 124

APIs Construction Analytics Enterprise 124

AWS Machine Learning

JANUARY 7, 2025

This blog post with accompanying code presents a solution to experiment with real-time machine translation using foundation models (FMs) available in Amazon Bedrock. The project also requires that the AWS account is bootstrapped to allow the deployment of the AWS CDK stack.

Engineering 114

Engineering Metrics industry standards Finance 114

AWS Machine Learning

JULY 17, 2024

In this post, we’re using the APIs for AWS Support , AWS Trusted Advisor , and AWS Health to programmatically access the support datasets and use the Amazon Q Business native Amazon Simple Storage Service (Amazon S3) connector to index support data and provide a prebuilt chatbot web experience. Synchronize the data source to index the data.

Scripts 127

Scripts APIs Enterprise Accountability 127

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 120

APIs Government Enterprise Engineering 120