AWS Machine Learning

NOVEMBER 13, 2024

This innovative feature empowers viewers to catch up with what is being presented, making it simpler to grasp key points and highlights, even if they have missed portions of the live stream or find it challenging to follow complex discussions. To launch the solution in a different Region, change the aws_region parameter accordingly.

APIs 130

APIs Scripts Accountability Entertainment 130

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 119

APIs Scripts Enterprise Management 119

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 129

APIs Transportation Best practices Enterprise 129

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. This includes setting up Amazon API Gateway , AWS Lambda functions, and Amazon Athena to enable querying the structured sales data.

APIs 106

APIs Sales Surveys Analytics 106

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 117

APIs Benchmark Construction Enterprise 117

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 89

APIs Healthcare Enterprise Accountability 89

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 108

Chatbots Interactive Voice Response APIs Telecommunications 108

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 111

APIs Scripts Best practices Management 111

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 110

APIs Government Best practices Metrics 110

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 121

Engineering APIs Analytics Enterprise 121

AWS Machine Learning

DECEMBER 2, 2024

The scale down to zero feature presents new opportunities for how businesses can approach their cloud-based ML operations. You can retrieve the number of copies of an inference component at any time by making the DescribeInferenceComponent API call and checking the CurrentCopyCount. import json scheduler = boto3.client('scheduler')

APIs 104

APIs Best practices Metrics Engineering 104

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 100

Government Management APIs Accountability 100

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 105

APIs Chatbots Construction Engineering 105

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 143

Healthcare Enterprise APIs Transportation 143

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 101

APIs Chatbots Enterprise Healthcare 101

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 101

Benchmark APIs Enterprise Construction 101

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 98

APIs Feedback Telecommunications Management 98

AWS Machine Learning

APRIL 24, 2025

Enterprise-scale data presents specific challenges for NL2SQL, including the following: Complex schemas optimized for storage (and not retrieval) Enterprise databases are often distributed in nature and optimized for storage and not for retrieval. The end-user sends their natural language queries to the NL2SQL solution using a REST API.

Enterprise 103

Enterprise Construction Scripts APIs 103

AWS Machine Learning

APRIL 10, 2025

This capability significantly broadens its usability, allowing it to support varied scenariosfrom explaining visual contexts in presentations to automating content moderation and contextual image retrieval. By choosing View API , you can also access the model using code examples in the AWS Command Line Interface (AWS CLI) and AWS SDKs.

APIs 100

APIs Management Marketing Engineering 100

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 110

APIs Engineering Personalization Transportation 110

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 87

APIs Healthcare Consulting Consulting 87

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 119

APIs Metrics Best practices Construction 119

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 93

Government APIs Enterprise Technology 93

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 100

APIs Enterprise Best practices Government 100

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 81

APIs Enterprise Accountability Management 81

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 69

APIs Engineering Metrics Big data 69

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 114

Metrics Enterprise APIs Engineering 114

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 128

Healthcare APIs Accountability Enterprise 128

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 75

Healthcare APIs Analytics Transportation 75

AWS Machine Learning

APRIL 30, 2025

However, the journey from production-ready solutions to full-scale implementation can present distinct operational and technical considerations. For more information, you can watch the AWS Summit Milan 2024 presentation. This allowed them to quickly move their API-based backend services to a cloud-native environment.

Government 66

Government Engineering Enterprise APIs 66

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 109

Education Engineering APIs Enterprise 109

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.

Engineering 103

Engineering APIs Enterprise Accountability 103

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 140

Education APIs Engineering Banking 140

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 129

APIs Enterprise Accountability Management 129

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 114

APIs Automotive Education Engineering 114

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 130

Advertising APIs Engineering Benchmark 130