AWS Machine Learning

SEPTEMBER 28, 2023

Regulated and compliance-oriented industries, such as financial services, healthcare and life sciences, and government institutes, face unique challenges in ensuring the secure and responsible consumption of these models. In addition, API Registries enabled centralized governance, control, and discoverability of APIs.

APIs 118

APIs Government Enterprise Engineering 118

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

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. The approver approves the model by following the link in the email to an API Gateway endpoint. API Gateway invokes a Lambda function to initiate model updates.

APIs 127

APIs Construction Engineering Analytics 127

AWS Machine Learning

DECEMBER 5, 2022

Then we dive into the two key metrics used to evaluate a biometric system’s accuracy: the false match rate (also known as false acceptance rate) and false non-match rate (also known as false rejection rate). We use FMR and FNMR as our two key metrics to evaluate facial biometric systems. False non-match rate. Conclusion.

Metrics 97

Metrics Best practices Banking APIs 97

AWS Machine Learning

JANUARY 5, 2024

MLOps – Model monitoring and ongoing governance wasn’t tightly integrated and automated with the ML models. Reusability – Without reusable MLOps frameworks, each model must be developed and governed separately, which adds to the overall effort and delays model operationalization.

Management 131

Management APIs Engineering Government 131

AWS Machine Learning

MAY 9, 2024

Data governance – With a wide variety of users accessing the platform and with different users having access to different data, data governance and isolation was paramount. First, they used the Amazon Kendra Retrieve API to get multiple relevant passages and excerpts based on keyword search.

Engineering 127

Engineering Customer Support APIs Government 127

AWS Machine Learning

JANUARY 29, 2025

Large organizations often have many business units with multiple lines of business (LOBs), with a central governing entity, and typically use AWS Organizations with an Amazon Web Services (AWS) multi-account strategy. Failure to scale the team can negate the governance benefits of a centralized approach.

Enterprise 97

Enterprise Government Accountability Finance 97

Infinity

MARCH 3, 2022

So, in autumn 2021, when Facebook partnered up with Amazon and launched the Conversion API Gateway, it was a very exciting day for Facebook advertisers. When talking Facebook and data, you’re likely to come across two key models – the Conversion API Gateway and the Facebook Pixel, but what’s the difference?

APIs 52

APIs Marketing Advertising Government 52

AWS Machine Learning

MAY 8, 2023

It offers many native capabilities to help manage ML workflows aspects, such as experiment tracking, and model governance via the model registry. This can be a challenge for enterprises in regulated industries that need to keep strong model governance for audit purposes. Now let’s dive deeper into the details. Adds an IAM authorizer.

APIs 97

APIs Government Accountability Scripts 97

AWS Machine Learning

JUNE 25, 2024

A new automatic dashboard for Amazon Bedrock was added to provide insights into key metrics for Amazon Bedrock models. From here you can gain centralized visibility and insights to key metrics such as latency and invocation metrics. Optionally, you can select a specific model to isolate the metrics to one model.

Metrics 119

Metrics APIs Government Big data 119

AWS Machine Learning

SEPTEMBER 27, 2022

In addition to viewing the default service quotas, you can now view your account’s applied custom quotas for a specific Region, view your historical utilization metrics per applied quota, set up alarms to notify when utilization approaches a threshold, and add tags to your quotas for easier organization. Synchronous Operations. US East (N.

Self service 99

Self service APIs Management Accountability 99

AWS Machine Learning

APRIL 17, 2023

To help you build the right expectation of model performance, besides model AUC, Amazon Fraud Detector also reports uncertainty range metrics. The following table defines these metrics. To update the event label call the update_event_label API: import boto3 def update_event_label(event, context): fraudDetector = boto3.client('frauddetector')

APIs 100

APIs Government Metrics Engineering 100

AWS Machine Learning

SEPTEMBER 8, 2023

This goal will further help Duke Energy to improve grid resiliency and comply with government regulations by identifying the defects in a timely manner. Next, we present the key metrics used for evaluating the model performance along with the evaluation of our final models. While lower precision leads to wasted human effort.

Government 119

Government Metrics Analytics Technology 119

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

OCTOBER 10, 2022

To begin performing real-time predictions, you integrate Amazon Fraud Detector’s low-latency prediction API into your application and begin sending new mobile events to generate fraud predictions. This result is sent back to your mobile app via API Gateway. Collects the risk profile from the GD API.

APIs 99

APIs Accountability Metrics Government 99

AWS Machine Learning

NOVEMBER 17, 2022

Their production segment is therefore an integral building block for delivering on their mission—with a clearly stated ambition to become world-leading on metrics such as safety, environmental footprint, quality, and production costs. Yara has built APIs using Amazon API Gateway to expose the sensor data to applications such as ELC.

APIs 98

APIs Accountability Metrics Engineering 98

AWS Machine Learning

NOVEMBER 15, 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, 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.

Chatbots 112

Chatbots Engineering Enterprise Government 112

AWS Machine Learning

NOVEMBER 16, 2023

With SageMaker MLOps tools, teams can easily train, test, troubleshoot, deploy, and govern ML models at scale to boost productivity of data scientists and ML engineers while maintaining model performance in production. Regulations in the healthcare industry call for especially rigorous data governance.

Healthcare 124

Healthcare Government Engineering APIs 124

AWS Machine Learning

JUNE 27, 2023

Machine Learning Operations (MLOps) provides the technical solution to this issue, assisting organizations in managing, monitoring, deploying, and governing their models on a centralized platform. This step produces an expanded report containing the model’s metrics.

Engineering 114

Engineering APIs Scripts Entertainment 114

AWS Machine Learning

OCTOBER 2, 2024

In addition, they use the developer-provided instruction to create an orchestration plan and then carry out the plan by invoking company APIs and accessing knowledge bases using Retrieval Augmented Generation (RAG) to provide an answer to the user’s request. Valid government-issued ID (driver’s license, passport, etc.)

Best practices 97

Best practices APIs Metrics Accountability 97

AWS Machine Learning

JULY 30, 2024

The response from API calls are displayed to the end-user. Use metadata to assign values to index attributes for sorting, filtering, and faceting your search results, or to specify access control lists to govern access to the files. The Mediasearch indexer finds and transcribes audio and video files stored in an S3 bucket.

APIs 113

APIs Accountability Management Entertainment 113

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 118

APIs Call flow Accountability Technology 118

AWS Machine Learning

JULY 19, 2022

Governments in many countries are providing incentives and subsidies to households to install solar panels as part of small-scale renewable energy schemes. To test the model output, we use a Jupyter notebook to run Python code to detect custom labels in a supplied image by calling Amazon Rekognition APIs. Fine-tune the trained model.

APIs 97

APIs Metrics Enterprise Marketing 97

AWS Machine Learning

SEPTEMBER 14, 2023

Governance and policy enforcement – Setting up document categorization rules helps to ensure that documents are classified correctly according to an organization’s policies and governance standards. Subsequently, this function checks the status of the training job by invoking describe_document_classifier API.

APIs 119

APIs Government Accountability Engineering 119

AWS Machine Learning

OCTOBER 27, 2022

With environmental, social, and governance (ESG) initiatives becoming more important for companies, our customer, one of Greater China region’s top convenience store chains, has been seeking a solution to reduce food waste (currently over $3.5 We use the AutoPredictor API, which is also accessible through the Forecast console.

APIs 98

APIs Best practices Metrics Government 98

AWS Machine Learning

OCTOBER 5, 2022

For a real-time prediction, you call the GetEventPrediction API after a user presents valid login credentials to quantify the risk of ATO. If you provide labels, Amazon Fraud Detector uses them to automatically calculate an Account Takeover Discovery Rate and display it in the model performance metrics. Category. Upload event data.

Accountability 99

Accountability APIs Metrics Engineering 99

AWS Machine Learning

SEPTEMBER 18, 2023

Trained models can be stored, versioned, and tracked in Amazon SageMaker Model Registry for governance and management. It has APIs for common ML data preprocessing operations like parallel transformations, shuffling, grouping, and aggregations. He works with government sponsored entities, helping them build AI/ML solutions using AWS.

Scripts 129

Scripts APIs Government Construction 129

AWS Machine Learning

NOVEMBER 22, 2023

Pursue Metrics-Driven Quality and Continuous Improvement In IDP, what gets measured gets improved. Define and track key metrics related to document accuracy, processing times, and model efficacy. Defined metrics for IDP success – Establish and monitor clear metrics to measure the success and impact of the IDP operations.

Best practices 117

Best practices Metrics Feedback Enterprise 117

AWS Machine Learning

APRIL 11, 2023

These customers verify user identity by matching the user’s face in a selfie captured by a device camera with a government-issued identity card photo or preestablished profile photo. Amazon Rekognition Face Liveness cloud APIs are available in the US East (N.

APIs 98

APIs Accountability Government Healthcare 98

AWS Machine Learning

APRIL 22, 2024

Organizations are facing ever-increasing requirements for sustainability goals alongside environmental, social, and governance (ESG) practices. Establish a metrics pipeline to provide insights into the sustainability contributions of your generative AI initiatives. A Gartner, Inc.

Best practices 138

Best practices Benchmark Transportation Engineering 138

AWS Machine Learning

MAY 4, 2023

During training, Forecast calculates accuracy metrics that you use to evaluate the predictor and decide whether to use the predictor to generate a forecast. CreateAutoPredictor PredictorForecastOptimizationMetric Defines the accuracy metric used to optimize the predictor. For more details, refer to Importing Datasets.

Metrics 132

Metrics APIs Management Advertising 132

AWS Machine Learning

JULY 8, 2024

The monitoring results are stored in Amazon S3 and published as a CloudWatch metric , and can be used to set up an alarm. Boto3 SDK – The AWS SDK for Python (Boto3) provides a Python API for AWS infrastructure services. The alarm is used later to invoke training, send automatic emails, or any other desired action.

Engineering 119

Engineering Enterprise APIs Government 119

AWS Machine Learning

AUGUST 10, 2023

For better observability, customers are looking for solutions to monitor the cross-account resource usage and track activities, such as job launch and running status, which is essential for their ML governance and management requirements. Convert event information into metrics in certain log formats as ingested as EMF logs.

Scripts 98

Scripts Accountability Metrics Best practices 98

AWS Machine Learning

JUNE 24, 2022

The data is cataloged via the AWS Glue Data Catalog and shared with other users and accounts via AWS Lake Formation (the data governance layer). Then the ML pipeline checks if the produced accuracy metrics (such as F1, precision, and gain deciles) pass the necessary thresholds. The following diagram shows this updated architecture.

Enterprise 119

Enterprise Engineering Accountability APIs 119

AWS Machine Learning

DECEMBER 21, 2022

Over the years, many table formats have emerged to support ACID transaction, governance, and catalog use cases. A new optional parameter TableFormat can be set either interactively using Amazon SageMaker Studio or through code using the API or the SDK. put_record API to ingest individual records or to handle streaming sources.

Scripts 98

Scripts Engineering APIs Big data 98

NICE inContact

JULY 29, 2019

Approximately 200 onsite and virtual agents handle corporate, government and leisure travel, making or modifying reservations, generating quotes and exchanging tickets. And CXone’s robust reporting capabilities have given the company the visibility into the performance metrics it needs to meet its clients SLAs (service level agreements).

Virtual Agent 11

Virtual Agent Contact Center APIs Government 11

AWS Machine Learning

AUGUST 22, 2024

Verisk’s generative AI-powered solutions and applications are developed with a steadfast commitment to ethical and responsible use of AI, incorporating privacy and security controls, human oversight, and transparent practices consistent with its ethical AI principles and governance practices.

Engineering 115

Engineering Analytics APIs Government 115