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 103

Personalization APIs Scripts Technical Support 103

AWS Machine Learning

FEBRUARY 1, 2023

Amazon Rekognition has two sets of APIs that help you moderate images or videos to keep digital communities safe and engaged. Some customers have asked if they could use this approach to moderate videos by sampling image frames and sending them to the Amazon Rekognition image moderation API.

APIs 66

APIs Scripts Metrics Surveys 66

AWS Machine Learning

JANUARY 5, 2024

Continuous integration and continuous delivery (CI/CD) pipeline – Using the customer’s GitHub repository enabled code versioning and automated scripts to launch pipeline deployment whenever new versions of the code are committed. When defined events occur, EventBridge can invoke a pipeline to run in response.

Management 119

Management APIs Engineering Government 119

AWS Machine Learning

JUNE 19, 2024

The Slack application sends the event to Amazon API Gateway , which is used in the event subscription. API Gateway forwards the event to an AWS Lambda function. Toggle Enable Events on. The event subscription should get automatically verified. Choose Save Changes. The integration is now complete.

APIs 87

APIs Engineering Accountability Big data 87

AWS Machine Learning

JANUARY 8, 2024

The first allows you to run a Python script from any server or instance including a Jupyter notebook; this is the quickest way to get started. In the following sections, we first describe the script solution, followed by the AWS CDK construct solution. The following diagram illustrates the sequence of events within the script.

Scripts 97

Scripts Construction APIs Healthcare 97

AWS Machine Learning

JULY 17, 2024

In this post, we’re using the APIs for AWS Support , AWS Trusted Advisor , and AWS Health to programmatically access the support datasets and use the Amazon Q Business native Amazon Simple Storage Service (Amazon S3) connector to index support data and provide a prebuilt chatbot web experience. Synchronize the data source to index the data.

Scripts 103

Scripts APIs Enterprise Accountability 103

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 105

APIs Scripts Entertainment Personalization 105

AWS Machine Learning

OCTOBER 14, 2024

The logic flow for generating an answer to a text-image response pair routes as follows: Steps 1 and 2 – To start, a user query and corresponding image are routed through an Amazon API Gateway connection to an AWS Lambda function, which serves as the processing and orchestrating compute for the overall process. us-east-1 or bash deploy.sh

Chatbots 109

Chatbots APIs Engineering Healthcare 109

AWS Machine Learning

NOVEMBER 13, 2024

From gaming and entertainment to education and corporate events, live streams have become a powerful medium for real-time engagement and content consumption. Interactions with Amazon Bedrock are handled by a Lambda function, which implements the application logic underlying an API made available using API Gateway.

APIs 110

APIs Scripts Accountability Entertainment 110

Spearline

JULY 21, 2022

And testingRTC offers multiple ways to export these metrics, from direct collection from webhooks, to downloading results in CSV format using the REST API. Flip the script With testingRTC, you only need to write scripts once, you can then run them multiple times and scale them up or down as you see fit. Happy days!

Scripts 98

Scripts APIs Metrics Analytics 98

Kunnect

APRIL 28, 2015

We’re excited to announce that we’ve completed an integration using the Salesforce.com application programming interface (API). Customer service employees can create new tasks, events and contacts all in one system. Now, we can push data to and from Salesforce for potential clients who use Salesforce for their CRM system.

APIs 48

APIs call center software CRM Call Center 48

AWS Machine Learning

APRIL 23, 2024

Here are some features which we will cover: AWS CloudFormation support Private network policies for Amazon OpenSearch Serverless Multiple S3 buckets as data sources Service Quotas support Hybrid search, metadata filters, custom prompts for the RetreiveAndGenerate API, and maximum number of retrievals.

APIs 114

APIs Enterprise Scripts Accountability 114

VirtualPBX

NOVEMBER 5, 2020

The process is straightforward in that you choose a trigger event (like SMS) and a server that will receive data when the trigger is activated (a URL you specify). Using The VirtualPBX API to Assist. You can also manage your hooks outside of the VirtualPBX web interface by taking advantage of our API. That’s completely allowed.

Marketing 98

Marketing APIs voip Scripts 98

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. A user sends a question (NLQ) as a JSON event. If it finds any, it skips to Step 6.

Real estate 114

Real estate APIs Metrics Construction 114

AWS Machine Learning

MAY 5, 2023

Therefore, users without ML expertise can enjoy the benefits of a custom labels model through an API call, because a significant amount of overhead is reduced. A Python script is used to aid in the process of uploading the datasets and generating the manifest file. then((response) => { resolve(Buffer.from(response.data, "binary").toString("base64"));

Engineering 104

Engineering APIs Scripts Enterprise 104

AWS Machine Learning

MAY 3, 2023

This post mainly covers the second use case by presenting how to back up and recover users’ work when the user and space profiles are deleted and recreated, but we also provide the Python script to support the first use case. The Step Functions state machine is invoked when the event-driven app detects the profile creation event.

Scripts 62

Scripts APIs Accountability Engineering 62

AWS Machine Learning

NOVEMBER 30, 2023

Amazon EventBridge listens to this event, and then initiates an AWS Step Functions step. The function then searches the OpenSearch Service image index for images matching the celebrity name and the k-nearest neighbors for the vector using cosine similarity using Exact k-NN with scoring script. Make a note of the URL to use later.

Scripts 103

Scripts APIs Entertainment Accountability 103

Nexmo

FEBRUARY 14, 2020

In this tutorial, we’ll use a Nexmo Voice number to create a callback script that interacts with a caller to prompt for a voice message. Though the built-in web server should not be used in a production environment, it is fine for sample scripts like this. Using a terminal, navigate to the project directory.

Scripts 120

Scripts Accountability APIs Management 120

AWS Machine Learning

SEPTEMBER 11, 2023

You must also associate a security group for your VPC with these endpoints to allow all inbound traffic from port 443: SageMaker API: com.amazonaws.region.sagemaker.api. This is required to communicate with the SageMaker API. SageMaker runtime: com.amazonaws.region.sagemaker.runtime.

Scripts 104

Scripts APIs Management Best practices 104

AWS Machine Learning

NOVEMBER 1, 2022

Autopilot training jobs start their own dedicated SageMaker backend processes, and dedicated SageMaker API calls are required to start new training jobs, monitor training job statuses, and invoke trained Autopilot models. We use a Lambda step because the API call to Autopilot is lightweight. script creates an Autopilot job.

Scripts 78

Scripts APIs Metrics Engineering 78

AWS Machine Learning

NOVEMBER 26, 2023

Gartner predicts that “by 2026, more than 80% of enterprises will have used generative AI APIs or models, or deployed generative AI-enabled applications in production environments, up from less than 5% in 2023.” For instance, FOX Sports experienced a 400% increase in viewership content starts post-event when applied.

Personalization 112

Personalization Customer Experience APIs Entertainment 112

AWS Machine Learning

AUGUST 10, 2023

SageMaker has native integration with the Amazon EventBridge , which monitors status change events in SageMaker. EventBridge enables you to automate SageMaker and respond automatically to events such as a training job status change or endpoint status change. Events from SageMaker are delivered to EventBridge in near-real time.

Scripts 78

Scripts Accountability Metrics APIs 78

AWS Machine Learning

FEBRUARY 19, 2024

For text generation, Amazon Bedrock provides the RetrieveAndGenerate API to create embeddings of user queries, and retrieves relevant chunks from the vector database to generate accurate responses. Boto3 makes it straightforward to integrate a Python application, library, or script with AWS services.

Chatbots 105

Chatbots APIs Engineering Enterprise 105

Nexmo

MAY 1, 2020

A Vonage APIs (formerly Nexmo) account. Express web service, using the Vonage Voice API to answer the call and return a Nexmo Call Control Object (NCCO) telling the API to use text-to-speech to speak a phrase and then wait for user input via the phone keypad. Vonage APIs Setup. An ngrok account. A Heroku account.

APIs 77

APIs Interactive Voice Response Accountability Scripts 77

AWS Machine Learning

SEPTEMBER 1, 2023

Solution overview To get responses streamed back from SageMaker, you can use our new InvokeEndpointWithResponseStream API. Other streaming techniques like Server-Sent Events (SSE) are also implemented using the same HTTP chunked encoding mechanism. This API allows the model to respond as a stream of parts of the full response payload.

APIs 98

APIs Chatbots Engineering Best practices 98

AWS Machine Learning

JULY 25, 2024

SharePoint Sever and SharePoint Online contain pages, files, attachments, links, events, and comments that can be crawled by Amazon Q SharePoint connectors for SharePoint Server and SharePoint Online. Any additional mappings need to be set in the user store using the user store APIs. Verify that you now have a.cer and.pfx file.

Scripts 91

Scripts APIs Engineering Enterprise 91

Nexmo

APRIL 2, 2019

You’ll find the API key and secret on the Getting Started page, then you can go to the “ Create an application ” page in the Voice submenu to register your new voicemail app. Nexmo applications also have an /event endpoint. Your socket connection and a listener looking for voicemail events.

Scripts 76

Scripts APIs Answering services Personalization 76

AWS Machine Learning

JANUARY 6, 2023

This event frequently occurs in video streaming platforms that constantly purchase a variety of content from multiple vendors and production companies for a limited time. Creates an API Gateway that adds an additional layer of security between the web app user interface and Lambda. That’s an out-of-catalog search experience!

Entertainment 85

Entertainment APIs Scripts Analytics 85

AWS Machine Learning

AUGUST 4, 2022

The repricing ML model is a Scikit-Learn Random Forest implementation in SageMaker Script Mode, which is trained using data available in the S3 bucket (the analytics layer). The price recommendations generated by the Lambda predictions optimizer are submitted to the repricing API, which updates the product price on the marketplace.

Scripts 99

Scripts Advertising Engineering Analytics 99

Pointillist

JULY 25, 2018

Thinking in Events. The fundamental data type for customer journey analytics is the event. Regardless of how you might think of data today, in customer journey analytics everything is an event. Treating every change to customer data as an event saves work for data engineers, as no transformation is required.

Analytics 93

Analytics Government Metrics APIs 93

AWS Machine Learning

SEPTEMBER 18, 2023

Each stage in the ML workflow is broken into discrete steps, with its own script that takes input and output parameters. Prepare the source data for the feature store by adding an event time and record ID for each row of data. In the following code, the desired number of actors is passed in as an input argument to the script.

Scripts 109

Scripts APIs Government Construction 109

AWS Machine Learning

AUGUST 29, 2023

The data scientist then needs to review and manually approve the latest version of the model in the Amazon SageMaker Studio UI or via an API call using the AWS Command Line Interface (AWS CLI) or AWS SDK for Python (Boto3) before the new version of model can be utilized for inference.

Scripts 72

Scripts APIs Enterprise Accountability 72

AWS Machine Learning

MAY 19, 2023

The DescribeForMe web app invokes the backend AI services by sending the Amazon S3 object Key in the payload to Amazon API Gateway Amazon API Gateway instantiates an AWS Step Functions workflow. A pre-signed URL with the location of the audio file stored in Amazon S3 is sent back to the user’s browser through Amazon API Gateway.

APIs 91

APIs Scripts Best practices Engineering 91

AWS Machine Learning

APRIL 19, 2024

The reverse proxy collects metrics about calls to the service and exposes them via a standard metrics API to Prometheus. The Kubernetes Event Driven Autoscaler ( KEDA ) is configured to automatically scale the number of service pods, based on the custom metrics available in Prometheus. A managed node group with two c5.xlarge

Metrics 109

Metrics APIs Scripts Construction 109

AWS Machine Learning

JULY 5, 2022

Lifecycle configurations (LCCs) are shell scripts to automate customization for your Studio environments, such as installing JupyterLab extensions, preloading datasets, and setting up source code repositories. LCC scripts are triggered by Studio lifecycle events, such as starting a new Studio notebook. Solution overview.

Scripts 80

Scripts Engineering APIs Consulting 80

AWS Machine Learning

OCTOBER 11, 2022

It provides APIs powered by ML to extract key phrases, entities, sentiment analysis, and more. This creates an event trigger that invokes the etl_lambda function. The function extracts the custom classifier model ARN from the S3 event payload and the response of list-document-classifiers call. LTS version.

APIs 77

APIs Enterprise Engineering Accountability 77

AWS Machine Learning

JANUARY 9, 2025

Create a custom plugin that invokes an OpenAPI schema of the Amazon API Gateway This API sends emails to the users. After authentication, the user session is stored in the Amazon Q Business application for subsequent API calls. Post-authentication, the custom plugin will pass the token to API Gateway to invoke the API.

APIs 91

APIs Best practices Accountability Enterprise 91