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 82

Enterprise APIs Metrics Engineering 82

AWS Machine Learning

JANUARY 25, 2023

This post shows you how to use an integrated solution with Amazon Lookout for Metrics to break these barriers by quickly and easily detecting anomalies in the key performance indicators (KPIs) of your interest. Lookout for Metrics automatically detects and diagnoses anomalies (outliers from the norm) in business and operational data.

Metrics 72

Metrics APIs Enterprise Analytics 72

AWS Machine Learning

MAY 7, 2024

Amazon Transcribe The transcription for the entire video is generated using the StartTranscriptionJob API. The solution runs Amazon Rekognition APIs for label detection , text detection, celebrity detection , and face detection on videos. The metadata generated for each video by the APIs is processed and stored with timestamps.

APIs 98

APIs Advertising Entertainment Metrics 98

AWS Machine Learning

AUGUST 11, 2022

This post shows you how to use an integrated solution with Amazon Lookout for Metrics and Amazon Kinesis Data Firehose to break these barriers by quickly and easily ingesting streaming data, and subsequently detecting anomalies in the key performance indicators of your interest. You don’t need ML experience to use Lookout for Metrics.

Metrics 68

Metrics APIs Scripts Wireless 68

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 102

APIs Engineering Metrics Management 102

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 77

Metrics Engineering Accountability Telecommunications 77

Spearline

NOVEMBER 11, 2019

"We used the Spearline API since day 1. In 2017, Forbes referred to it as “the year of the API economy” and said CIOs must create and launch new business models faster to keep their companies competitive; and APIs are the fuel helping to make this happen. How can API improve my business? Automation.

APIs 40

APIs Telecommunications Metrics Enterprise 40

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 92

APIs Construction Engineering Analytics 92

AWS Machine Learning

APRIL 17, 2024

Metrics allow teams to understand workload behavior and optimize resource allocation and utilization, diagnose anomalies, and increase overall infrastructure efficiency. Metrics are exposed to Amazon Managed Service for Prometheus by the neuron-monitor DaemonSet, which deploys a minimal container, with the Neuron tools installed.

APIs 90

APIs Metrics Accountability Management 90

ChurnZero

MARCH 18, 2022

With so many SaaS metrics floating around, and even more opinions on when and how to use them, it can be hard to know if you’re measuring what really matters. Leading SaaS expert, Dave Kellogg, and ChurnZero CEO, You Mon Tsang, sat down to answer all the questions you want to know about SaaS metrics like ARR, NRR, GRR, LTV, and CAC (i.e.,

SaaS 98

SaaS Metrics Enterprise Surveys 98

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 77

APIs Metrics Engineering Feedback 77

Whitepages Pro

APRIL 24, 2019

Our latest product innovation, Transaction Risk API , was specifically built for easy integration into sophisticated machine learning (ML) models and is designed to help eCommerce merchants, marketplaces, payment processors, and others manage payment fraud. Transaction Risk API delivers a response within 100 ms to meet this need.

APIs 40

APIs Marketing Engineering Metrics 40

AWS Machine Learning

NOVEMBER 6, 2023

You can use the adapter for inference by passing the adapter identifier as an additional parameter to the Analyze Document Queries API request. Adapters can be created via the console or programmatically via the API. You can analyze these metrics either collectively or on a per-document basis. MICR line format).

APIs 94

APIs Best practices Banking Accountability 94

Whitepages Pro

APRIL 16, 2019

In March, we announced Transaction Risk API , our latest solution to fight payment fraud and improve the efficiency of authorizations, built specifically for models. Our goal with Transaction Risk API was to provide a powerful tool to help in this space. The key to speed with Transaction Risk API is engineering innovation.

APIs 40

APIs Engineering Wait times Feedback 40

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 67

Metrics Best practices Banking APIs 67

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 88

Personalization APIs Scripts Technical Support 88

AWS Machine Learning

NOVEMBER 24, 2023

SageMaker Canvas now collects Amazon CloudWatch metrics that provide insight into app usage and idleness. 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. 7PM on a work day, always shut down during weekends).

APIs 86

APIs Metrics Engineering Scripts 86

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 88

APIs Metrics Consulting Consulting 88

AWS Machine Learning

NOVEMBER 9, 2023

This benefits enterprise software development and helps overcome the following challenges: Sparse documentation or information for internal libraries and APIs that forces developers to spend time examining previously written code to replicate usage. Inadvertent use of deprecated code and APIs by developers.

APIs 78

APIs Enterprise Metrics Engineering 78

AWS Machine Learning

SEPTEMBER 12, 2023

MLOps – Because the SageMaker endpoint is private and can’t be reached by services outside of the VPC, an AWS Lambda function and Amazon API Gateway public endpoint are required to communicate with CRM. The function then relays the classification back to CRM through the API Gateway public endpoint.

Management 90

Management APIs CRM Metrics 90

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 98

APIs Enterprise Scripts Accountability 98

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 81

APIs Construction Metrics Education 81

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 75

Personalization APIs Engineering Metrics 75

AWS Machine Learning

NOVEMBER 30, 2023

We also walk you through deploying multiple models using inference components and APIs. Walkthrough of APIs SageMaker has introduced a new entity called the InferenceComponent. Let’s look at the Boto3 API calls to create an endpoint with an inference component.

APIs 81

APIs Metrics Engineering Best practices 81

AWS Machine Learning

SEPTEMBER 28, 2023

A Generative AI Gateway can help large enterprises control, standardize, and govern FM consumption from services such as Amazon Bedrock , Amazon SageMaker JumpStart , third-party model providers (such as Anthropic and their APIs), and other model providers outside of the AWS ecosystem. What is a Generative AI Gateway?

APIs 91

APIs Government Enterprise Engineering 91

JustCall

JANUARY 23, 2024

What is the WhatsApp Business API for teams? WhatsApp Business Platform is a cloud-based API that is specially released by Meta to allow users to integrate WhatsApp into their operational workflows. This is an option in WhatsApp Business API only, as the WhatsApp Business App doesn’t support multiple users. And you are all set.

APIs 52

APIs Accountability CRM Interactive Voice Response 52

AWS Machine Learning

OCTOBER 16, 2023

Apart from GPU provisioning, this setup also required data scientists to build a REST API wrapper for each model, which was needed to provide a generic interface for other company services to consume, and to encapsulate preprocessing and postprocessing of model data. Two MMEs were created at Veriff, one for staging and one for production.

APIs 79

APIs Best practices Engineering Metrics 79

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 93

Metrics APIs Scripts Construction 93

AWS Machine Learning

MAY 9, 2024

As you’ll see further in the post, Verisk incorporated the Retrieve API and the Query API to retrieve semantically relevant passages for their queries to further improve generation by the LLM. First, they used the Amazon Kendra Retrieve API to get multiple relevant passages and excerpts based on keyword search.

Engineering 108

Engineering Customer Support APIs Government 108

AWS Machine Learning

APRIL 20, 2023

Each machine learning (ML) system has a unique service level agreement (SLA) requirement with respect to latency, throughput, and cost metrics. The latency, concurrency, and cost metrics from the advanced job help you make informed decisions about the ML serving infrastructure for mission-critical applications. Running Advanced job.

APIs 76

APIs Metrics Benchmark Engineering 76

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 100

Engineering APIs Scripts Enterprise 100

AWS Machine Learning

DECEMBER 29, 2022

The Analyze Lending feature in Amazon Textract is a managed API that helps you automate mortgage document processing to drive business efficiency, reduce costs, and scale quickly. The Signatures feature is available as part of the AnalyzeDocument API. AnalyzeExpense API adds new fields and OCR output.

APIs 82

APIs Banking Real estate Healthcare 82

Expivia

FEBRUARY 15, 2024

New Supervisor Experience and Dashboard Enhancements: The transition to a new Supervisor interface and the introduction of dashboard enhancements reflect NICE CXone’s commitment to providing more intuitive and rich insights into performance metrics.

Virtual Agent 75

Virtual Agent APIs Analytics Chatbots 75

AWS Machine Learning

NOVEMBER 22, 2023

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. This helps you avoid throttling limits on API calls due to polling the Get* APIs. The metrics should include business metrics and technical metrics.

APIs 88

APIs Metrics Enterprise Benchmark 88

CSM Magazine

APRIL 29, 2024

Through the use of advanced data collection techniques and APIs, BI platforms continuously gather data from various social media channels such as Twitter, Facebook, Instagram, LinkedIn, and more. Users can interact with dashboards to explore data, drill down into specific metrics, and generate insights in real time.

Analytics 52

Analytics Metrics CRM APIs 52

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 90

APIs Accountability Metrics Engineering 90

AWS Machine Learning

FEBRUARY 6, 2023

Together with the implementation details in a corresponding example Jupyter notebook , you will have tools available to perform model selection by exploring pareto frontiers, where improving one performance metric, such as accuracy, is not possible without worsening another metric, such as throughput.

APIs 69

APIs Scripts Metrics Benchmark 69