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 121

APIs Transportation Best practices Enterprise 121

AWS Machine Learning

MARCH 6, 2025

By using the power of LLMs and combining them with specialized tools and APIs, agents can tackle complex, multistep tasks that were previously beyond the reach of traditional AI systems. Whenever local database information is unavailable, it triggers an online search using the Tavily API. Its used by the weather_agent() function.

APIs 107

APIs Scripts Enterprise Management 107

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. Based on customer feedback for the experimental APIs we released in GraphStorm 0.2, introduces refactored graph ML pipeline APIs. Specifically, GraphStorm 0.3 In addition, GraphStorm 0.3

APIs 111

APIs Benchmark Construction Enterprise 111

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. You can see that the new Global Resiliency enabled version (Version 2) is replicated and the new alias BookHotelDemoAlias_GR is also present.

Chatbots 98

Chatbots Interactive Voice Response APIs Telecommunications 98

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 138

Healthcare Enterprise APIs Transportation 138

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 100

APIs Scripts Best practices Management 100

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 105

APIs Government Best practices Metrics 105

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 103

APIs Chatbots Construction Engineering 103

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 111

Engineering APIs Analytics Enterprise 111

AWS Machine Learning

NOVEMBER 14, 2024

Customers can use the SageMaker Studio UI or APIs to specify the SageMaker Model Registry model to be shared and grant access to specific AWS accounts or to everyone in the organization. We will start by using the SageMaker Studio UI and then by using APIs.

Government 89

Government Management APIs Accountability 89

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 88

APIs Chatbots Enterprise Healthcare 88

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 84

Government APIs Enterprise Technology 84

AWS Machine Learning

NOVEMBER 14, 2024

The user’s request is sent to AWS API Gateway , which triggers a Lambda function to interact with Amazon Bedrock using Anthropic’s Claude Instant V1 FM to process the user’s request and generate a natural language response of the place location. These features are presented in a web UI that was designed as a one-stop solution for our users.

APIs 104

APIs Engineering Personalization Transportation 104

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 83

APIs Healthcare Consulting Consulting 83

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. Extending Wavesurfer.js

APIs 86

APIs Feedback Telecommunications Management 86

AWS Machine Learning

MARCH 3, 2025

You can find detailed usage instructions, including sample API calls and code snippets for integration. However, to invoke the deployed model programmatically with Amazon Bedrock APIs, you need to use the endpoint ARN as model-id in the Amazon Bedrock SDK. To begin using Pixtral 12B, choose Deploy. We use the following input image.

Benchmark 83

Benchmark APIs Enterprise Construction 83

AWS Machine Learning

FEBRUARY 18, 2025

During these live events, F1 IT engineers must triage critical issues across its services, such as network degradation to one of its APIs. This impacts downstream services that consume data from the API, including products such as F1 TV, which offer live and on-demand coverage of every race as well as real-time telemetry.

APIs 70

APIs Engineering Metrics Big data 70

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 80

APIs Enterprise Accountability Management 80

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 140

SaaS APIs Government Accountability 140

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 101

Education Engineering APIs Enterprise 101

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 88

APIs Enterprise Best practices Government 88

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 124

Healthcare APIs Accountability Enterprise 124

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 102

Metrics Enterprise APIs Engineering 102

AWS Machine Learning

FEBRUARY 6, 2025

At the core of the Aetion Evidence Platform (AEP) are Measureslogical building blocks used to flexibly capture complex patient variables, enabling scientists to customize their analyses to address the nuances and challenges presented by their research questions. The following diagram illustrates the solution architecture.

Healthcare 70

Healthcare APIs Analytics Transportation 70

Interactions

OCTOBER 29, 2024

Many companies are approaching Gen AI cautiously, embarking on use cases that are employee-facing or employee-vetted, rather than presenting generated content directly to customers. Is it an API model? This also provides the opportunity for employees to label output to help the AI improve.

Contact Center 62

Contact Center APIs Analytics SaaS 62

AWS Machine Learning

FEBRUARY 28, 2025

Whats the due date for the customer research presentation? 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. Has the marketing plan been completed?

APIs 64

APIs Enterprise Accountability Management 64

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 130

Education APIs Engineering Banking 130

AWS Machine Learning

NOVEMBER 15, 2024

An alternative approach to routing is to use the native tool use capability (also known as function calling) available within the Bedrock Converse API. In this scenario, each category or data source would be defined as a ‘tool’ within the API, enabling the model to select and use these tools as needed.

APIs 113

APIs Engineering Chatbots Construction 113

TechSee

FEBRUARY 16, 2023

Everyone here at TechSee is excited about the launch of our brand new “Open Integration Platform,” a full API platform that puts the visual customer experience front and center. Now with the open API, any potential integration becomes available to the more than 1000 businesses globally that have deployed TechSee’s technology.

Technology 109

Technology APIs Customer Experience CRM 109

AWS Machine Learning

JULY 30, 2024

Additionally, Q Business conversation APIs employ a layer of privacy protection by leveraging trusted identity propagation enabled by IAM Identity Center. Amazon Q Business comes with rich API support to perform administrative tasks or to build an AI-assistant with customized user experience for your enterprise.

APIs 118

APIs Enterprise Accountability Management 118

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 115

APIs Government Enterprise Engineering 115

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

MAY 15, 2024

Next, we present the solution architecture and process flows for machine learning (ML) model building, deployment, and inferencing. Regarding the inference, customers using Amazon Ads now have a new API to receive these generated images. The Amazon API Gateway receives the PUT request (step 1). We end with lessons learned.

Advertising 122

Advertising APIs Engineering Benchmark 122

AWS Machine Learning

MAY 1, 2024

This post presents a solution for developing a chatbot capable of answering queries from both documentation and databases, with straightforward deployment. This function invokes a set of actions associated with the agent, following a predefined API schema.

Chatbots 121

Chatbots APIs Engineering Automotive 121

AWS Machine Learning

SEPTEMBER 25, 2023

In the architecture shown in the following diagram, users input text in the React -based web app, which triggers Amazon API Gateway , which in turn invokes an AWS Lambda function depending on the bias in the user text. Additionally, it highlights the specific parts of your input text related to each category of bias.

APIs 102

APIs Automotive Education Engineering 102

AWS Machine Learning

APRIL 5, 2024

Amazon Rekognition includes a simple, easy-to-use API that can quickly analyze any image or video file that’s stored in Amazon Simple Storage Service (Amazon S3). The following table shows the moderation labels, content type, and confidence scores returned in the API response. Graphic Violence L2 92.6% Explosions and Blasts L3 92.6%

APIs 123

APIs Advertising Enterprise Technology 123

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.

APIs 72

APIs Benchmark Metrics Healthcare 72