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 96

APIs Scripts Metrics Surveys 96

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 127

Personalization APIs Scripts Technical Support 127

Nexmo

OCTOBER 7, 2020

Vonage API Account. To complete this tutorial, you will need a Vonage API account. Once you have an account, you can find your API Key and API Secret at the top of the Vonage API Dashboard. The Web Component can also emit the phone number of a contact to the application as a custom event when clicked.

APIs 118

APIs Scripts Accountability 118

AWS Machine Learning

AUGUST 2, 2024

Company earnings calls are crucial events that provide transparency into a company’s financial health and prospects. Companies often release information about new products, cutting-edge technology, mergers and acquisitions, and investments in new market themes and trends during these events.

Engineering 133

Engineering Scripts Metrics APIs 133

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 126

Scripts Construction APIs Healthcare 126

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 88

Scripts APIs Accountability Engineering 88

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 127

Scripts APIs Enterprise Accountability 127

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 107

APIs Engineering Accountability Big data 107

Nexmo

AUGUST 14, 2019

And thus I thought it’d be fun to design and build something with Nexmo’s Voice and SMS APIs to do just that. Event URL text field enter your Glitch URL: [link] Glitch URL].glitch.me/events. Replace the API Key, API Secret, App ID, and your Nexmo Number. app.post('/events', (req, res) => { res.status(200).send();

APIs 63

APIs Scripts Accountability 63

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 134

Management APIs Engineering Government 134

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 126

APIs Scripts Entertainment Personalization 126

AWS Machine Learning

SEPTEMBER 12, 2023

The Github merge event triggers our Jenkins CI pipeline, which in turn starts a SageMaker Pipelines job with test data. This merge event now triggers a SageMaker Pipelines job using production data for training purposes. The function then relays the classification back to CRM through the API Gateway public endpoint.

Management 130

Management APIs CRM Metrics 130

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 126

Scripts APIs Entertainment Accountability 126

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 130

Real estate APIs Metrics Construction 130

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 101

Scripts APIs Metrics Engineering 101

AWS Machine Learning

MARCH 19, 2024

However, complex NLQs, such as time series data processing, multi-level aggregation, and pivot or joint table operations, may yield inconsistent Python script accuracy with a zero-shot prompt. The user can use the Amazon Recognition DetectText API to extract text data from these images. setup.sh. (a a challenge-level question).

Construction 137

Construction Scripts APIs Enterprise 137

AWS Machine Learning

SEPTEMBER 7, 2023

You can then use a script (process.py) to work on a specific portion of the data based on the instance number and the corresponding element in the list of items. Start with the following code: %%writefile lambdafunc.py Start with the following code: %%writefile lambdafunc.py 1", instance_type="ml.m5.xlarge",

Best practices 126

Best practices Scripts Construction APIs 126

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

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 127

APIs Enterprise Scripts Accountability 127

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 120

Scripts APIs Engineering Enterprise 120

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 98

Scripts Accountability Metrics Best practices 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

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 124

Scripts APIs Management Best practices 124

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

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 122

APIs Chatbots Engineering Best practices 122

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

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 98

Scripts APIs Enterprise Accountability 98

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 127

Scripts Advertising Engineering Analytics 127

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 106

APIs Enterprise Engineering Accountability 106

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 22, 2022

Today, we’re excited to announce the new synchronous API for targeted sentiment in Amazon Comprehend, which provides a granular understanding of the sentiments associated with specific entities in input documents. The Targeted Sentiment API provides the sentiment towards each entity.

APIs 96

APIs Contact Center Feedback Analytics 96

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 136

Chatbots APIs Engineering Enterprise 136

AWS Machine Learning

NOVEMBER 8, 2022

All of these can take place offline in bulk because it doesn’t have to react to a specific event. For example, if you’re working with a Sklearn model, you must pass in your model scripts/data within a container that properly sets up Sklearn. In our case, the inference script is packaged in the model.tar.gz

Scripts 94

Scripts APIs Best practices Management 94

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 124

Personalization Customer Experience APIs Entertainment 124

AWS Machine Learning

NOVEMBER 24, 2023

All that is needed to do is change the line of code calling the DeleteApp API into CreateApp , as well as updating the cron expression to reflect the desired app creation time. This metric can be read via Amazon CloudWatch API such as get_metric_data. 7PM on a work day, always shut down during weekends).

APIs 124

APIs Metrics Engineering Scripts 124

AWS Machine Learning

APRIL 5, 2024

Gramener’s GeoBox solution empowers users to effortlessly tap into and analyze public geospatial data through its powerful API, enabling seamless integration into existing workflows. Geobox enables city departments to do the following: Improved climate adaptation planning – Informed decisions reduce the impact of extreme heat events.

APIs 134

APIs Engineering Analytics Healthcare 134

AWS Machine Learning

JANUARY 10, 2023

Note that the model container also includes any custom inference code or scripts that you have passed for inference. Make sure to check what container you’re using and if there are any framework-specific optimizations you can add within the script or as environment variables to inject in the container.

Best practices 101

Best practices Scripts APIs Metrics 101