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

MARCH 27, 2025

In the following sections, we provide a detailed explanation on how to construct your first prompt, and then gradually improve it to consistently achieve over 90% accuracy. Later, if they saw the employee making mistakes, they might try to simplify the problem and provide constructive feedback by giving examples of what not to do, and why.

Education 88

Education Engineering APIs Enterprise 88

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 124

Accountability Government Engineering Scripts 124

AWS Machine Learning

MARCH 31, 2023

Orchestration pipelines need to be created to introduce business logic, and also account for different processing techniques depending on the type of form inputted. Run the processing pipelines for each form type or page of form with the appropriate Amazon Textract API (Signature Detection, Table Extraction, Forms Extraction, or Queries).

Construction 77

Construction APIs Accountability Banking 77

AWS Machine Learning

FEBRUARY 29, 2024

Solution overview The architecture at Deutsche Bahn consists of a central platform account managed by a platform team responsible for managing infrastructure and operations for SageMaker Studio. The AI team does not have AWS Management Console access to the AI platform team’s account.

APIs 119

APIs Transportation Construction Analytics 119

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 83

Benchmark APIs Enterprise Construction 83

AWS Machine Learning

FEBRUARY 25, 2025

These delays can lead to missed security errors or compliance violations, especially in complex, multi-account environments. Amazon Bedrock Agents is a fully managed service that helps developers create AI agents that can break down complex tasks into steps and execute them using FMs and APIs to accomplish specific business objectives.

APIs 63

APIs Accountability Engineering Construction 63

AWS Machine Learning

MAY 17, 2024

With prompt chaining, you construct a set of smaller subtasks as individual prompts. Detect if the review content has any harmful information using the Amazon Comprehend DetectToxicContent API. Repeat the toxicity detection through the Comprehend API for the LLM generated response. If the toxicity of the review is less than 0.4

APIs 132

APIs Construction Engineering Enterprise 132

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 110

APIs Construction Analytics Enterprise 110

AWS Machine Learning

FEBRUARY 5, 2025

Some links for security best practices are shared below but we strongly recommend reaching out to your account team for detailed guidance and to discuss the appropriate security architecture needed for a secure and compliant deployment. model API exposed by SageMaker JumpStart properly. What is Nemo Guardrails? Integrating Llama 3.1

Chatbots 92

Chatbots Construction Best practices APIs 92

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. Put your the code in tags. -

APIs 113

APIs Engineering Chatbots Construction 113

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 132

Education APIs Engineering Banking 132

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. We do so using AWS SDK for Python (Boto3) CreateProcessingJob API calls.

Scripts 137

Scripts APIs Engineering Construction 137

AWS Machine Learning

NOVEMBER 6, 2023

You can use the adapter for inference by passing the adapter identifier as an additional parameter to the Analyze Document Queries API request. Adapters can be created via the console or programmatically via the API. What is the account#? What is the account name/payer/drawer name? MICR line format). Who is the payee?

APIs 121

APIs Best practices Banking Accountability 121

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 124

Real estate APIs Metrics Construction 124

AWS Machine Learning

JULY 29, 2024

Generative AI provides the ability to take relevant information from a data source and provide well-constructed answers back to the user. You can authenticate Amazon Q Business to Jira using basic authentication with a Jira ID and Jira API token. See Manage API tokens for your Atlassian account for instructions to create an API token.

Customer Support 119

Customer Support APIs Management Enterprise 119

AWS Machine Learning

SEPTEMBER 6, 2023

These SageMaker endpoints are consumed in the Amplify React application through Amazon API Gateway and AWS Lambda functions. To protect the application and APIs from inadvertent access, Amazon Cognito is integrated into Amplify React, API Gateway, and Lambda functions. You may need to request a quota increase.

Enterprise 116

Enterprise APIs Real estate Construction 116

AWS Machine Learning

MAY 30, 2024

The solution is available on the GitHub repository and can be deployed to your AWS account using an AWS Cloud Development Kit (AWS CDK) package. The frontend UI interacts with the extract microservice through a RESTful interface provided by Amazon API Gateway. Detect text using the Amazon Rekognition text detection API.

Advertising 129

Advertising APIs Education Analytics 129

AWS Machine Learning

OCTOBER 2, 2024

It’s a fully managed service that offers a choice of high-performing foundation models (FMs) from leading AI companies like Anthropic, Cohere, Meta, Mistral 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.

Government 116

Government APIs Enterprise Best practices 116

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 mapped to an AWS Lambda function and related API schema to perform API calls. Customers converse with the bot in natural language with multiple steps invoking external APIs to accomplish subtasks.

APIs 106

APIs Customer Service Construction Analytics 106

AWS Machine Learning

MARCH 1, 2024

Use hybrid search and semantic search options via SDK When you call the Retrieve API, Knowledge Bases for Amazon Bedrock selects the right search strategy for you to give you most relevant results. You have the option to override it to use either hybrid or semantic search in the API.

APIs 128

APIs Finance Chatbots Enterprise 128

Nexmo

OCTOBER 20, 2020

In this tutorial, we’re going to be using the Vonage Voice API to learn how to quickly snap the former (DTMF) into our ASP.NET core applications. Collecting DTMF from a user over a PSTN call will involve the following: Setting up a Vonage API Account if you don’t have one. A Vonage API account.

Interactive Voice Response 96

Interactive Voice Response APIs Construction Accountability 96

AWS Machine Learning

JUNE 20, 2024

Giving more power to the user comes on account of simple user experience (UX). Constructing SQL queries from natural language isn’t a simple task. Figure 2: High level database access using an LLM flow The challenge An LLM can construct SQL queries based on natural language. The challenge is to assure quality.

Construction 102

Construction APIs Metrics Engineering 102

AWS Machine Learning

OCTOBER 3, 2024

The proposed baseline architecture can be logically divided into four building blocks which that are sequentially deployed into the provided AWS accounts, as illustrated in the following diagram below. Developers can use the AWS Cloud Development Kit (AWS CDK) to customize the solution to align with the company’s specific account setup.

APIs 86

APIs Construction Engineering Accountability 86

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 122

Chatbots APIs Engineering Automotive 122

AWS Machine Learning

MAY 1, 2024

For interacting with AWS services, the AWS Amplify JS library for React simplifies the authentication, security, and API requests. The backend uses several serverless and event-driven AWS services, including AWS Step Functions for low-code workflows, AWS AppSync for a GraphQL API, and Amazon Translate. 1 – Translating a document.

APIs 119

APIs Construction Best practices Technology 119

AWS Machine Learning

JANUARY 8, 2024

The second approach is a turnkey deployment of various infrastructure components using AWS Cloud Development Kit (AWS CDK) constructs. The AWS CDK construct provides a resilient and flexible framework to process your documents and build an end-to-end IDP pipeline. Now on to our second solution for documents at scale.

Scripts 104

Scripts Construction APIs Healthcare 104

AWS Machine Learning

AUGUST 22, 2024

After you configure your identity source, you can look up users or groups to grant them single sign-on access to AWS accounts, applications, or both. This is where you create your users and groups, and assign their level of access to your AWS accounts and applications. For Confluence Cloud, the _user_id is the account ID of the user.

APIs 101

APIs Enterprise Accountability Management 101

AWS Machine Learning

APRIL 8, 2024

Filters on the release version, document type (such as code, API reference, or issue) can help pinpoint relevant documents. If you want to follow along in your own AWS account, download the file. Intelligent search for software developers – This allows developers to look for information of a specific release.

APIs 124

APIs Construction Chatbots Accountability 124

AWS Machine Learning

AUGUST 11, 2022

For example, in some e-commerce platforms, account registration is wide open. Fraudsters can behave maliciously just once with an account and never use the same account again. Additionally, it’s challenging to construct a streaming data pipeline that can feed incoming events to a GNN real-time serving API.

Construction 94

Construction APIs Accountability Scripts 94

AWS Machine Learning

MAY 8, 2023

In this post, we address these limitations by implementing the access control outside of the MLflow server and offloading authentication and authorization tasks to Amazon API Gateway , where we implement fine-grained access control mechanisms at the resource level using Identity and Access Management (IAM).

APIs 83

APIs Government Accountability Scripts 83

Nexmo

DECEMBER 30, 2019

A Nexmo account Sign up here. An Azure Account. This GET request is going to construct an NCCO with a single connect action which will instruct the Voice API to open a WebSocket to your server and push the audio stream back over that socket. Prerequisites. Visual Studio 2019 version 16.3 or higher.

APIs 118

APIs Engineering Construction Accountability 118

AWS Machine Learning

MAY 23, 2023

Model data is stored on Amazon Simple Storage Service (Amazon S3) in the JumpStart account. The web application interacts with the models via Amazon API Gateway and AWS Lambda functions as shown in the following diagram. Prerequisites You must have the following prerequisites: An AWS account The AWS CLI v2 Python 3.6

APIs 106

APIs Accountability Construction Scripts 106

AWS Machine Learning

AUGUST 22, 2024

Constructing robust data pipelines that can handle this workload reliably and efficiently at scale is a considerable challenge. Because Amazon Bedrock can be accessed as an API, developers who don’t know Amazon SageMaker can implement an Amazon Bedrock application or fine-tune Amazon Bedrock by writing a regular Python program.

APIs 117

APIs Accountability Engineering Construction 117

Nexmo

OCTOBER 27, 2020

You’ll need a Vonage API Account. Please take note of your accounts API Key, API Secret, and the number that comes with it. We will assign these to the appropriate class fields, and then we will also construct some configurations and streams for our audio. Prerequisites.

APIs 118

APIs Engineering voip Accountability 118

AWS Machine Learning

NOVEMBER 2, 2022

This solution uses Amazon Textract IDP CDK constructs to build the document processing workflow that handles Amazon Textract asynchronous invocation, raw response extraction, and persistence in Amazon Simple Storage Service (Amazon S3). This helps you avoid continuing costs in your account. Conclusion.

Construction 84

Construction APIs Government Enterprise 84

Nexmo

DECEMBER 16, 2019

With the Nexmo Voice API , you can give your Internet-connected home devices a phone number and a voice. This application requires you to have the following: Nexmo Account. Sensibo API Account. You will need your API credentials from both Nexmo and Sensibo. API Credentials. Sensibo API Credentials.

APIs 83

APIs Accountability Construction Management 83