AWS Machine Learning

SEPTEMBER 6, 2022

Using software to detect a sound is called audio event detection , and it has a number of applications. In a healthcare environment, you can use audio event detection to passively listen for sounds from a patient that indicate an acute health problem. Using audio data with machine learning. About the authors.

Engineering 95

Engineering APIs Healthcare SaaS 95

AWS Machine Learning

NOVEMBER 7, 2024

It also uses a number of other AWS services such as Amazon API Gateway , AWS Lambda , and Amazon SageMaker. API Gateway is serverless and hence automatically scales with traffic. API Gateway also provides a WebSocket API. Incoming requests to the gateway go through this point.

Enterprise 122

Enterprise APIs Government Accountability 122

AWS Machine Learning

AUGUST 26, 2024

The GenASL web app invokes the backend services by sending the S3 object key in the payload to an API hosted on Amazon API Gateway. API Gateway instantiates an AWS Step Functions The state machine orchestrates the AI/ML services Amazon Transcribe and Amazon Bedrock and the NoSQL data store Amazon DynamoDB using AWS Lambda functions.

APIs 129

APIs Calibration Best practices Healthcare 129

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 130

Personalization APIs Scripts Technical Support 130

AWS Machine Learning

JANUARY 5, 2024

Whenever drift is detected, an event is launched to notify the respective teams to take action or initiate model retraining. Event-driven architecture – The pipelines for model training, model deployment, and model monitoring are well integrated by use Amazon EventBridge , a serverless event bus.

Management 137

Management APIs Engineering Government 137

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 135

Real estate APIs Metrics Construction 135

AWS Machine Learning

MARCH 22, 2023

Behind the scenes, Rekognition Custom Labels automatically loads and inspects the training data, selects the right ML algorithms, trains a model, and provides model performance metrics. You can then use your custom model via the Rekognition Custom Labels API and integrate it into your applications.

APIs 97

APIs Metrics Engineering Feedback 97

CCNG

MAY 30, 2024

Forecasting Core Features The Ability to Consume Historical Data Whether it’s from a copy/paste of a spreadsheet or an API connection, your WFM platform must have the ability to consume historical data. However, it’s helpful to capture those events and store them for future use.

Abandon rate 195

Abandon rate CCNG Average Handle Time Contact Center 195

AWS Machine Learning

JUNE 5, 2024

You can use Amazon Comprehend to identify the language of the text; extract key phrases, places, people, brands, or events; understand sentiment about products or services; and identify the main topics from a library of documents. You can train a custom classifier using either the Amazon Comprehend console or API.

APIs 123

APIs Metrics Accountability Enterprise 123

AWS Machine Learning

APRIL 18, 2024

A Lambda function called the Call Event Processor, fed by Kinesis Data Streams, processes and optionally enriches meeting metadata and transcription segments. The Call Event Processor integrates with the meeting assist services. The stacks take about 35–40 minutes to deploy. Authentication is provided by Amazon Cognito.

APIs 138

APIs Accountability Analytics Entertainment 138

AWS Machine Learning

OCTOBER 10, 2022

Therefore, preventing mobile fraud starts from clearly understanding the risk profile of the devices used to access the mobile app and then using the device risk intelligence gathered, together with additional data about the user, event, or account, to detect potential fraudulent behavior in real time and at scale.

APIs 96

APIs Accountability Metrics Government 96

AWS Machine Learning

APRIL 17, 2023

Another option is to use an unsupervised anomaly detection model to monitor and surface unusual behavior among customer events. The challenge with this approach is that not all fraud events are anomalies, and not all anomalies are indeed fraud. The following table defines these metrics. AUC uncertainty interval > 0.3

APIs 98

APIs Government Metrics Engineering 98

AWS Machine Learning

JULY 31, 2023

It also enables you to evaluate the models using advanced metrics as if you were a data scientist. In this post, we show how a business analyst can evaluate and understand a classification churn model created with SageMaker Canvas using the Advanced metrics tab. The F1 score provides a balanced evaluation of the model’s performance.

Metrics 97

Metrics Engineering Accountability Telecommunications 97

AWS Machine Learning

AUGUST 2, 2024

Company earnings calls are crucial events that provide transparency into a company’s financial health and prospects. Investors and analysts closely watch key metrics like revenue growth, earnings per share, margins, cash flow, and projections to assess performance against peers and industry trends.

Engineering 135

Engineering Scripts Metrics APIs 135

AWS Machine Learning

JUNE 20, 2024

Imperva Cloud WAF protects hundreds of thousands of websites against cyber threats and blocks billions of security events every day. Counters and insights based on security events are calculated daily and used by users from multiple departments. The idea is to use metrics to compare experiments during development.

Construction 121

Construction APIs Metrics Engineering 121

Infinity

MARCH 3, 2022

Every ‘event’ that happens online can be gold dust for marketers. The greater the visibility you have of the data needed to track conversion events, optimise ads and re-target users, the stronger the position you are in as a marketer. Accurately tracking and improving campaign performance is at the top of every marketer’s wish list.

APIs 52

APIs Marketing Advertising Government 52

AWS Machine Learning

OCTOBER 5, 2022

Amazon Fraud Detector relies on specific models with tailored algorithms, enrichments, and feature transformations to detect fraudulent events across multiple use cases. The ATI model is trained using a dataset containing your business’s historical login events. Define the entity, event and event variables, and event label (optional).

Accountability 97

Accountability APIs Metrics Engineering 97

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 131

APIs Scripts Entertainment Personalization 131

AWS Machine Learning

JULY 30, 2024

The response from API calls are displayed to the end-user. The Mediasearch solution has an event-driven serverless computing architecture with the following steps: You provide an S3 bucket containing the audio and video files you want to index and search. This is also known as the MediaBucket.

APIs 121

APIs Accountability Management Entertainment 121

AWS Machine Learning

SEPTEMBER 23, 2022

Amazon CloudWatch – A monitoring and observability service that collects monitoring and operational data in the form of logs, metrics, and events. Images that are captured through the motion sensor camera traps are uploaded to an S3 bucket, which publishes an event for every uploaded image. Lambda function code. sharp – ^0.30.7:

APIs 117

APIs Metrics Management Analytics 117

AWS Machine Learning

MAY 5, 2023

By uploading a small set of training images, Amazon Rekognition automatically loads and inspects the training data, selects the right ML algorithms, trains a model, and provides model performance metrics. For more details on the different metrics such as precision, recall, and F1, refer to Metrics for evaluation your model.

Engineering 110

Engineering APIs Scripts Enterprise 110

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 102

Scripts APIs Metrics Engineering 102

AWS Machine Learning

FEBRUARY 14, 2023

After specifying the metrics that you want to track, you can identify which campaigns and recommenders are most impactful and understand the impact of recommendations on your business metrics. All customers want to track the metric that is most important for their business.

Personalization 93

Personalization Metrics APIs Management 93

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 133

APIs Enterprise Scripts Accountability 133

AWS Machine Learning

NOVEMBER 21, 2023

The LAYOUT feature of AnalyzeDocument API can now detect up to ten different layout elements in a document’s page. It is important to note that layout elements appear in the correct reading order in the API response as the reading order in the document, which makes it easy to construct the layout text from the API’s JSON response.

APIs 123

APIs Construction Metrics Education 123

AWS Machine Learning

OCTOBER 29, 2024

SageMaker Model Monitor emits per-feature metrics to Amazon CloudWatch , which you can use to set up dashboards and alerts. You can use cross-account observability in CloudWatch to search, analyze, and correlate cross-account telemetry data stored in CloudWatch such as metrics, logs, and traces from one centralized account.

Government 113

Government Metrics Accountability APIs 113

AWS Machine Learning

APRIL 19, 2024

Solution overview In this section, we present a generic architecture that is similar to the one we use for our own workloads, which allows elastic deployment of models using efficient auto scaling based on custom metrics. The reverse proxy collects metrics about calls to the service and exposes them via a standard metrics API to Prometheus.

Metrics 132

Metrics APIs Scripts Construction 132

AWS Machine Learning

JULY 25, 2024

If it detects error messages specifically related to the Neuron device (which is the Trainium or AWS Inferentia chip), it will change NodeCondition to NeuronHasError on the Kubernetes API server. The node recovery agent is a separate component that periodically checks the Prometheus metrics exposed by the node problem detector.

Construction 123

Construction Metrics Scripts Engineering 123

AWS Machine Learning

NOVEMBER 22, 2023

Serverless architectures – IDP is often an event-driven solution, initiated by user uploads or scheduled jobs. You can save time, money, and labor by implementing classifications in your workflow, and documents go to downstream applications and APIs based on document type.

APIs 126

APIs Metrics Benchmark Enterprise 126

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.

APIs 107

APIs Enterprise Engineering Accountability 107

Pointillist

JULY 25, 2018

Success Metrics for the Team. Ultimately, the biggest success metric for the Champion is to be able to show the Executive Sponsor and key Stakeholders that real business value has been gained through the use of customer journey analytics. Success Metrics for the Project. Success Metrics for the Business. Churn Rate.

Analytics 93

Analytics Government Metrics APIs 93

AWS Machine Learning

SEPTEMBER 9, 2022

The platform has shown a 3% boost to customer engagement metrics tracked (liking a show, following a creator, enabling upcoming show notifications) since its launch in May 2022. Lambda allows for automatic scaling to incoming volume of events. Sources of the data are the backend services directly serving the app.

Personalization 93

Personalization APIs Metrics Engineering 93

AWS Machine Learning

SEPTEMBER 25, 2024

Amazon Bedrock is a fully managed service that offers a choice of high-performing FMs from leading AI companies like AI21 Labs, Anthropic, Cohere, Meta, Mistral AI, 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 128

APIs Call flow Accountability Technology 128

AWS Machine Learning

AUGUST 10, 2023

SageMaker services, such as Processing, Training, and Hosting, collect metrics and logs from the running instances and push them to users’ Amazon CloudWatch accounts. SageMaker has native integration with the Amazon EventBridge , which monitors status change events in SageMaker. Analyzing log data with CloudWatch Log Insights queries.

Scripts 96

Scripts Accountability Metrics APIs 96

AWS Machine Learning

NOVEMBER 22, 2023

Set up regular game days to test workload and team responses to simulated events. Learn from all operational failures – Drive improvement through lessons learned from all operational events and failures. Pursue Metrics-Driven Quality and Continuous Improvement In IDP, what gets measured gets improved.

Best practices 122

Best practices Metrics Feedback Enterprise 122

Spearline

JULY 21, 2022

Consequently, no other testing solution can provide the range and depth of testing metrics and analytics. And testingRTC offers multiple ways to export these metrics, from direct collection from webhooks, to downloading results in CSV format using the REST API. Happy days! You can check framerate information for video here too.

Scripts 98

Scripts APIs Metrics Analytics 98

AWS Machine Learning

APRIL 4, 2024

A Lambda function performs the same data transformation operations as the batch ingestion job at the individual record level, and ingests the data into Amazon Personalize using the PutEvents and PutItems APIs. For more information about these metrics, see Evaluating a solution version with metrics.

Personalization 104

Personalization APIs Engineering Metrics 104