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 120

APIs Automotive Education Engineering 120

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

FEBRUARY 19, 2024

Chatbots also offer valuable data-driven insights into customer behavior while scaling effortlessly as the user base grows; therefore, they present a cost-effective solution for engaging customers. Clone the GitHub repo The solution presented in this post is available in the following GitHub repo. model in Amazon Bedrock.

Chatbots 133

Chatbots APIs Engineering Enterprise 133

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 131

APIs Enterprise Accountability Management 131

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 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 120

Personalization 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. 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

AWS Machine Learning

MARCH 29, 2024

The Amazon Lex fulfillment AWS Lambda function retrieves the Talkdesk touchpoint ID and Talkdesk OAuth secrets from AWS Secrets Manager and initiates a request to Talkdesk Digital Connect using the Start a Conversation API. If the request to the Talkdesk API is successful, a Talkdesk conversation ID is returned to Amazon Lex.

Cloud contact 119

Cloud contact Contact Center Chatbots APIs 119

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 125

APIs Advertising Enterprise Technology 125

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 129

Chatbots APIs Engineering Automotive 129

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 118

APIs Government Enterprise Engineering 118

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

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

OCTOBER 29, 2024

This post presents a solution where you can upload a recording of your meeting (a feature available in most modern digital communication services such as Amazon Chime ) to a centralized video insights and summarization engine. With Lambda integration, we can create a web API with an endpoint to the Lambda function.

Engineering 110

Engineering APIs Sales Enterprise 110

AWS Machine Learning

NOVEMBER 17, 2023

User-generated content (UGC) presents complex challenges for safety. In this post, we explain the common practice of live stream visual moderation with a solution that uses the Amazon Rekognition Image API to moderate live streams. Cost is an important consideration in any live stream moderation solution.

APIs 114

APIs Engineering Advertising Accountability 114

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 114

APIs Scripts Best practices Management 114

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

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

SEPTEMBER 8, 2023

Amazon Rekognition makes it easy to add image analysis capability to your applications without any machine learning (ML) expertise and comes with various APIs to fulfil use cases such as object detection, content moderation, face detection and analysis, and text and celebrity recognition, which we use in this example.

APIs 123

APIs Scripts Entertainment Personalization 123

AWS Machine Learning

NOVEMBER 1, 2023

But finding PII among the morass of electronic data can present challenges for an organization. This two pass solution was made possible by using the ContainsPiiEntities and DetectPiiEntities APIs. The Logikcull applications servers are able to identify the individual instances of PII by making the DetectPiiEntities API call.

APIs 119

APIs Government Engineering Telecommunications 119

AWS Machine Learning

APRIL 24, 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 using a single API, along with a broad set of capabilities you need to build generative AI applications with security, privacy, and responsible AI.

APIs 136

APIs Engineering Metrics Management 136

AWS Machine Learning

NOVEMBER 8, 2022

In this post, we present the “ID + Selfie” identity verification design pattern and sample code you can use to create your own identity verification REST endpoint. The user presents a form of identification like a driver’s license or passport. The Amazon Rekognition CompareFaces API. The default value is NONE.

APIs 98

APIs Healthcare Banking Accountability 98

AWS Machine Learning

AUGUST 22, 2024

The group and user IDs are mapped as follows: _group_ids – Group names are present on spaces, pages, and blogs where there are restrictions. _user_id – Usernames are present on the space, page, or blog where there are restrictions. On the API tokens page, choose Create API token. Group names are always lowercase.

APIs 116

APIs Enterprise Accountability Management 116

AWS Machine Learning

NOVEMBER 17, 2022

JumpStart APIs allow you to programmatically deploy and fine-tune a vast selection of JumpStart-supported pre-trained models on your own datasets. In this post, we present a methodology to easily run multiple models and compare their outputs on three dimensions of interest: model accuracy, training time, and inference time.

APIs 98

APIs Scripts Metrics 98

AWS Machine Learning

MAY 30, 2024

The frontend UI interacts with the extract microservice through a RESTful interface provided by Amazon API Gateway. For each image, it will apply the following ML features to extract information: Recognize celebrity faces using the Amazon Rekognition celebrity API. Detect text using the Amazon Rekognition text detection API.

Advertising 127

Advertising APIs Education Analytics 127

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 111

Chatbots Interactive Voice Response APIs Telecommunications 111

AWS Machine Learning

MARCH 4, 2024

Amazon Bedrock is a fully managed service that offers a choice of high-performing foundation models (FMs) from leading AI companies, such as AI21 Labs, Anthropic, Cohere, Meta, Stability AI, and Amazon via a single API, along with a broad set of capabilities you need to build generative AI applications with security, privacy, and responsible AI.

Feedback 136

Feedback APIs Engineering Surveys 136

AWS Machine Learning

NOVEMBER 30, 2023

You then perform a search against OpenSearch Service with the names and the embedding from the article to retrieve images that are semantically similar with the presence of the given celebrity, if present. The result from the multimodal model scores the images with a scarf present higher.

Scripts 123

Scripts APIs Entertainment Accountability 123

AWS Machine Learning

AUGUST 26, 2022

The following is a high-level overview of the steps involved: Extract UTF-8 encoded plain text from image or PDF files using the Amazon Textract DetectDocumentText API. This automation is useful to verify whether all the required documents are present in a mortgage packet. Refer to our GitHub repository for the full code sample.

APIs 107

APIs Banking Accountability industry standards 107

AWS Machine Learning

OCTOBER 19, 2023

In this post, we discuss how to use the Custom Moderation feature in Amazon Rekognition to enhance the accuracy of your pre-trained content moderation API. The unique ID of the trained adapter can be provided to the existing DetectModerationLabels API operation to process images using this adapter.

APIs 131

APIs Best practices Advertising Accountability 131

AWS Machine Learning

JUNE 26, 2024

These managed agents act as intelligent orchestrators, coordinating interactions between foundation models, API integrations, user questions and instructions, and knowledge sources loaded with your proprietary data. An agent uses action groups to carry out actions, such as making an API call to another tool.

APIs 134

APIs Engineering Marketing Enterprise 134

AWS Machine Learning

APRIL 11, 2023

Some customers use third-party face liveness features that can only detect spoof attacks presented to the camera (such as printed or digital photos or videos on a screen), which work well for users in select geographies, and are often completely customer-managed. Spoof detection Face Liveness can deter presentation and bypass spoof attacks.

APIs 98

APIs Accountability Government Healthcare 98

AWS Machine Learning

FEBRUARY 9, 2023

In this post, we discuss the benefits of the AnalyzeDocument Signatures feature and how the AnalyzeDocument Signatures API helps detect signatures in documents. How AnalyzeDocument Signatures detects signatures in documents The AnalyzeDocument API has four feature types: Forms, Tables, Queries, and Signatures.

APIs 103

APIs Best practices Banking Enterprise 103

AWS Machine Learning

DECEMBER 6, 2023

In this post, we discuss a Q&A bot use case that Q4 has implemented, the challenges that numerical and structured datasets presented, and how Q4 concluded that using SQL may be a viable solution. The idea was to use the LLM to first generate a SQL statement from the user question, presented to the LLM in natural language.

Chatbots 124

Chatbots APIs Engineering Marketing 124

AWS Machine Learning

MAY 21, 2024

Identifying challenges and use cases Today’s fast-paced news environment presents both challenges and opportunities for digital publishers. Our CMS backend Nova is implemented using Amazon API Gateway and several AWS Lambda functions. Amazon DynamoDB serves as the primary database for 20 Minutes articles.

Advertising 138

Advertising APIs Engineering industry standards 138

AWS Machine Learning

MAY 16, 2024

The main AWS services used are SageMaker, Amazon EMR , AWS CodeBuild , Amazon Simple Storage Service (Amazon S3), Amazon EventBridge , AWS Lambda , and Amazon API Gateway. Real-time recommendation inference The inference phase consists of the following steps: The client application makes an inference request to the API gateway.

Personalization 124

Personalization APIs Scripts Technical Support 124

AWS Machine Learning

JUNE 7, 2023

Amazon Textract has a Tables feature within the AnalyzeDocument API that offers the ability to automatically extract tabular structures from any document. In such cases, custom postprocessing logic to identify such information or extract it separately from the API’s JSON output was necessary.

APIs 97

APIs Real estate Government Marketing 97