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. EventBridge monitors status change events to automatically take actions with simple rules. API Gateway invokes a Lambda function to initiate model updates.

APIs 119

APIs Construction Engineering Analytics 119

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 76

APIs Scripts Metrics Surveys 76

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 115

Government APIs Enterprise Best practices 115

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 86

Engineering APIs Healthcare SaaS 86

AWS Machine Learning

NOVEMBER 19, 2024

The excitement is building for the fourteenth edition of AWS re:Invent, and as always, Las Vegas is set to host this spectacular event. Gain insights into training strategies, productivity metrics, and real-world use cases to empower your developers to harness the full potential of this game-changing technology.

APIs 88

APIs Enterprise Best practices Government 88

AWS Machine Learning

FEBRUARY 7, 2024

Deploy the API to make predictions. Select options and train the model The next step towards building and training a fraud detector model is to define the business activity (event) to evaluate for the fraud. Under Event type details , enter docfraud as the event type name and, optionally, enter a description of the event.

APIs 127

APIs Accountability Metrics Engineering 127

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 115

APIs Calibration Best practices Metrics 115

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 124

Real estate APIs Metrics Construction 124

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

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 114

Personalization APIs Scripts Technical Support 114

AWS Machine Learning

MARCH 27, 2024

This requires carefully combining applications and metrics to provide complete awareness, accuracy, and control. The zAdviser uses Amazon Bedrock to provide summarization, analysis, and recommendations for improvement based on the DORA metrics data. It’s also vital to avoid focusing on irrelevant metrics or excessively tracking data.

Enterprise 107

Enterprise APIs Metrics Engineering 107

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 129

Management APIs Engineering Government 129

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 91

APIs Metrics Engineering Feedback 91

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

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 127

APIs Accountability Analytics Entertainment 127

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 91

Metrics Engineering Accountability Telecommunications 91

AWS Machine Learning

OCTOBER 18, 2023

The solution uses the following services: Amazon API Gateway is a fully managed service that makes it easy for developers to publish, maintain, monitor, and secure APIs at any scale. Purina’s solution is deployed as an API Gateway HTTP endpoint, which routes the requests to obtain pet attributes.

APIs 114

APIs Metrics Consulting Consulting 114

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 124

Engineering Scripts Metrics APIs 124

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 104

APIs Metrics Accountability Enterprise 104

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 104

Engineering APIs Scripts Enterprise 104

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 84

APIs Government Metrics Engineering 84

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 81

APIs Accountability Metrics Government 81

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 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 116

APIs Scripts Entertainment Personalization 116

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 123

APIs Enterprise Scripts Accountability 123

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 90

Scripts APIs Metrics Engineering 90

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 101

APIs Metrics Management Analytics 101

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 101

Construction APIs Metrics Engineering 101

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 82

Personalization Metrics APIs Management 82

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 82

Accountability APIs Metrics Engineering 82

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

Totango

APRIL 7, 2021

The Totango API provides a full customer 360 view and helps improve your team’s efficiency so you can take your customer success to the next level. . There are apps for email, taking notes, tracking calendar events, posting to social media and so much more. That’s where workflow automation tools can help.

APIs 118

APIs Enterprise Analytics Technology 118

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 101

APIs Accountability Management Entertainment 101

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 119

Metrics APIs Scripts Construction 119

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 108

Construction Metrics Scripts Engineering 108

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 89

Scripts Accountability Metrics APIs 89

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 105

APIs Construction Metrics Education 105