AWS Machine Learning

OCTOBER 31, 2024

The custom Google Chat app, configured for HTTP integration, sends an HTTP request to an API Gateway endpoint. Before processing the request, a Lambda authorizer function associated with the API Gateway authenticates the incoming message. The following figure illustrates the high-level design of the solution.

APIs 121

APIs Scripts Accountability Construction 121

AWS Machine Learning

JANUARY 10, 2024

The solution uses AWS Lambda , Amazon API Gateway , Amazon EventBridge , and SageMaker to automate the workflow with human approval intervention in the middle. The EventBridge model registration event rule invokes a Lambda function that constructs an email with a link to approve or reject the registered model.

APIs 127

APIs Construction Engineering Analytics 127

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 135

APIs Construction Engineering Enterprise 135

AWS Machine Learning

MARCH 26, 2024

The next stage is the extraction phase, where you pass the collected invoices and receipts to the Amazon Textract AnalyzeExpense API to extract financially related relationships between text such as vendor name, invoice receipt date, order date, amount due, amount paid, and so on. It is available both as a synchronous or asynchronous API.

APIs 121

APIs Construction Analytics Enterprise 121

AWS Machine Learning

NOVEMBER 20, 2024

In some use cases, particularly those involving complex user queries or a large number of metadata attributes, manually constructing metadata filters can become challenging and potentially error-prone. The extracted metadata is used to construct an appropriate metadata filter. it will extract “strategy” (genre) and “2023” (year).

Construction 116

Construction APIs Metrics Accountability 116

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 144

Scripts APIs Engineering Construction 144

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 127

Government APIs Enterprise Best practices 127

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 122

Scripts Construction APIs Healthcare 122

Inbenta

APRIL 29, 2020

This short timeframe is made possible by: An API with a multitude of proven functionalities; A proprietary and patented NLP technology developed and perfected over the course of 15 years by our in-house Engineers and Linguists; A well-established development process. Lack of recommendations on poorly constructed decision trees.

Chatbots 140

Chatbots APIs Construction Best practices 140

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 137

APIs Finance Chatbots Enterprise 137

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 142

Education APIs Engineering Banking 142

AWS Machine Learning

JUNE 20, 2024

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. Figure 2: High level database access using an LLM flow The challenge An LLM can construct SQL queries based on natural language.

Construction 113

Construction APIs Metrics Engineering 113

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 127

Real estate APIs Metrics Construction 127

AWS Machine Learning

JANUARY 28, 2025

Thanks to this construct, you can evaluate any LLM by configuring the model runner according to your model. It functions as a standalone HTTP server that provides various REST API endpoints for monitoring, recording, and visualizing experiment runs. Model runner Composes input, and invokes and extracts output from your model.

Management 113

Management APIs Engineering Metrics 113

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 115

APIs Customer Service Construction Analytics 115

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 129

Chatbots APIs Engineering Automotive 129

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.

Enterprise 126

Enterprise APIs Real estate Construction 126

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 132

APIs Construction Best practices Technology 132

AWS Machine Learning

MAY 30, 2024

The frontend UI interacts with the extract microservice through a RESTful interface provided by Amazon API Gateway. The UI constructs evaluation prompts and sends them to Amazon Bedrock LLMs, retrieving evaluation results synchronously. Detect generic objects and labels using the Amazon Rekognition label detection API.

Advertising 127

Advertising APIs Education Analytics 127

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). All the extracted data is returned with bounding box coordinates.

Construction 98

Construction APIs Government Enterprise 98

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. The API request is similar to the Amazon Textract Queries API request, with the addition of the AdaptersConfig object.

APIs 126

APIs Best practices Banking Accountability 126

AWS Machine Learning

NOVEMBER 3, 2022

With the Amazon Textract AnalyzeDocument API, we can speed up the extraction process with higher accuracy to extract text from documents in order to understand further insights within the claim form. For identity documents like an insurance ID, which can have different layouts, we can use the Amazon Textract AnalyzeDocument API.

APIs 101

APIs Construction Analytics Technology 101

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 123

Customer Support APIs Management Enterprise 123

AWS Machine Learning

NOVEMBER 21, 2023

Prior to the introduction of this feature, customers had to construct these elements using post-processing code and the words and lines response from Amazon Textract. The LAYOUT feature of AnalyzeDocument API can now detect up to ten different layout elements in a document’s page.

APIs 115

APIs Construction Metrics Education 115

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. Write some C# code.

Interactive Voice Response 96

Interactive Voice Response APIs Construction Accountability 96

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. Intelligent search for software developers – This allows developers to look for information of a specific release.

APIs 129

APIs Construction Chatbots Accountability 129

AWS Machine Learning

OCTOBER 3, 2024

When experimentation is complete, the resulting seed code is pushed to an AWS CodeCommit repository, initiating the CI/CD pipeline for the construction of a SageMaker pipeline. The final decision, along with the generated data, is consolidated and transmitted back to the claims management system as a REST API response.

APIs 93

APIs Construction Engineering Accountability 93

AWS Machine Learning

OCTOBER 24, 2024

These agentic workflows decompose the natural language query-based tasks into multiple actionable steps with iterative feedback loops and self-reflection to produce the final result using tools and APIs. Create and associate an action group with an API schema and a Lambda function. Examples given later in the post.)

APIs 96

APIs Best practices Construction Engineering 96

AWS Machine Learning

JUNE 28, 2023

Solution overview Amazon Rekognition and Amazon Comprehend are managed AI services that provide pre-trained and customizable ML models via an API interface, eliminating the need for machine learning (ML) expertise. The RESTful API will return the generated image and the moderation warnings to the client if unsafe information is detected.

APIs 107

APIs Advertising Engineering Construction 107

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). Adds an IAM authorizer.

APIs 97

APIs Government Accountability Scripts 97

AWS Machine Learning

AUGUST 22, 2024

The information is used to determine which content can be used to construct chat responses for a given user, according the end-user’s document access permissions. On the API tokens page, choose Create API token. You can’t retrieve the API token after you close the dialog box. Choose Create. Figure 15: Adding OAuth 2.0

APIs 116

APIs Enterprise Accountability Management 116

AWS Machine Learning

OCTOBER 14, 2024

Agents automatically call the necessary APIs to interact with the company systems and processes to fulfill the request. The App calls the Claims API Gateway API to run the claims proxy passing user requests and tokens. Claims API Gateway runs the Custom Authorizer to validate the access token.

APIs 95

APIs Construction Government Big data 95

AWS Machine Learning

MAY 15, 2023

Unlike the existing Amazon Textract console demos, which impose artificial limits on the number of documents, document size, and maximum allowed number of pages, the Bulk Document Uploader supports processing up to 150 documents per request and has the same document size and page limits as the Amazon Textract APIs.

APIs 102

APIs Construction Accountability Best practices 102

AWS Machine Learning

SEPTEMBER 26, 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.

APIs 116

APIs Chatbots Engineering Accountability 116

TechSee

JUNE 9, 2022

Contact center start-up, design, construction, and operation of existing contact centers based on our extensive experience in technical support. WebRTC (Web Real-Time Communication) is a mechanism that enables real-time communication via API to web browsers and mobile applications. According to Terilogy research. Terilogy Co.,

Telecommunications 109

Telecommunications Construction Contact Center Technical Support 109

AWS Machine Learning

SEPTEMBER 25, 2024

Amazon Bedrock is a fully managed service that offers a choice of high-performing foundation models (FMs) from leading AI companies, like Meta, through a single API, along with a broad set of capabilities you need to build generative AI applications with security, privacy, and responsible AI. Configure Llama 3.2 b64encode(image_bytes).decode('utf-8')

Real estate 92

Real estate Finance APIs Construction 92

AWS Machine Learning

AUGUST 30, 2023

It also provides attribution and transparency by displaying links to the reference documents and context passages that were used by the LLM to construct the answers. Generated answers can include links to the reference documents and context passages used, to provide attribution and transparency on how the LLM constructed the answers.

Self service 129

Self service APIs Transportation Contact Center 129