Cloudera

JANUARY 17, 2024

Many organizations have invested in central monitoring and observability tools such as Prometheus and Grafana and are looking for ways to integrate key data flow metrics into their existing architecture. In this blog we will dive into how CDF-PC’s support for NiFi reporting tasks can be used to monitor key metrics in Prometheus and Grafana.

Metrics 103

Metrics Dashboards Reporting Key Performance Indicator 103

DataRobot Blog

SEPTEMBER 1, 2022

This also shows how the models compare on standard performance metrics and informative visualizations like Dual Lift. With DataRobot AI Cloud, you can see predicted values and accuracy for various metrics for the Champion as well as any Challenger models.]. Model Observability with Custom Metrics.

Metrics 145

Metrics Statistics Modeling Data Science 145

AWS Big Data

AUGUST 21, 2023

We’ve put together two demos on the public OpenSearch Playground to show you the strengths and weaknesses of the different techniques: one comparing textual vector search to lexical search, the other comparing cross-modal textual and image search to textual vector search. In the text box at the top, enter the query tennis clothes.

Data Processing 89

Data Processing Experimentation Visualization Metrics 89

IBM Big Data Hub

NOVEMBER 29, 2023

Have insight into privacy-related metrics When differential privacy isn’t an option, business users should maintain a line of sight into privacy-related metrics, to help them comprehend the extent of their privacy exposure. This data can also can be used to help enhance the realism of client demos and employee training materials.

Metrics 90

Metrics Machine Learning Risk Statistics 90

AWS Big Data

AUGUST 30, 2023

In this post, we demonstrate how to publish detailed Spark metrics from Amazon EMR to Amazon CloudWatch. By default, Amazon EMR sends basic metrics to CloudWatch to track the activity and health of a cluster. Solution overview This solution includes Spark configuration to send metrics to a custom sink.

Metrics 90

Metrics Dashboards Publishing Data-driven 90

DataRobot Blog

OCTOBER 18, 2022

Model Observability – the ability to track key health and service metrics for models in production – remains a top priority for AI-enabled organizations. Later in the demo, the retailer also expressed the need for an easy diagnosis of performance issues, allowing him to swiftly get to the root cause upon being notified of an issue.

Big Data 96

Big Data Forecasting Experimentation Metrics 96

AWS Big Data

JANUARY 2, 2024

It also emits Amazon CloudWatch metrics to help you better monitor and troubleshoot the streaming process. log and publish them to a Kinesis Data Firehose delivery stream called kinesis-agent-demo : { "firehose.endpoint": "firehose.ap-southeast-2.amazonaws.com", The agent handles file rotation, checkpointing, and retry upon failures.

Testing 90

Testing Data Processing Metrics Publishing 90

DataRobot

AUGUST 25, 2021

A family of bias and fairness metrics in modeling describes the ways in which a model can perform differently for distinct groups in your data. The predictive parity bias metric looks at the raw accuracy score between groups: the percentage of the time the outcome is predicted correctly. Request a Demo. AI you can trust.

Metrics 98

Metrics Measurement Machine Learning Data Collection 98

CIO Business Intelligence

JANUARY 22, 2024

The ability to pull metrics and logs from many different sources — such as multi-cloud and hybrid cloud environments, containers, and databases — gives AIOps a view of the entire enterprise environment that is both broad and deep. Experience it first-hand with a guided demo. Artificial Intelligence

Forecasting 119

Forecasting Software Metrics Enterprise 119

O'Reilly on Data

MARCH 31, 2020

An AI pilot project, even one that sounds simple, probably won’t be something you can demo quickly. A demo, or even a first release, can be based on heuristics or simple models (linear regression, or even averages). Having something you can demo takes some of the pressure off your machine learning team.

Management 332

Management Machine Learning Experimentation Metrics 332

IBM Big Data Hub

SEPTEMBER 27, 2023

True observability requires observing and analyzing data from all layers of the system, including application metrics, traces, and infrastructure telemetry. This involves capturing and correlating logs, metrics and traces across various components and services.

Metrics 80

Metrics Interactive Optimization Data-driven 80

DataRobot Blog

DECEMBER 6, 2022

See how to use DataRobot Model Observability to track service, drift, prediction data, training data, and custom metrics in order to keep models and predictions relevant in a fast-changing world. Watch a demo. In a rapidly changing world, how do data scientists track the integrity of models in production? Read the blog.

Experimentation 145

Experimentation Forecasting Data-driven Machine Learning 145

FineReport

JUNE 19, 2023

Achieving operational objectives : Monitoring and reporting on key metrics aid businesses in meeting their operational goals and objectives. Operational reports incorporate tools such as dashboards, metrics, and Key Performance Indicators (KPIs). Book a Free Demo 1. This fosters confidence and trust in the business.

Operational Reporting 52

Operational Reporting Reporting Key Performance Indicator Dashboards 52

AWS Big Data

JUNE 19, 2023

print-consumer-quota-metrics – Flag indicating whether client metrics should be printed on the terminal by ConsumerApp-1. –cw-dimension-name cw-dimension-name – Amazon CloudWatch dimension name that will be used to publish client throttling metrics from ConsumerApp-1. –cw-dimension-value

Metrics 72

Metrics Management Testing Publishing 72

AWS Big Data

APRIL 10, 2024

For Integration identifier , enter a name, for example zero-etl-demo. In this demo, we use psql to connect to Amazon Aurora PostgreSQL: psql -h -p 5432 -d zeroetl_db -U postgres Create a sample table with a primary key. You can choose the zero-ETL integration you want and display Amazon CloudWatch metrics related to the integration.

Data Warehouse 88

Data Warehouse Analytics Metrics Snapshot 88

IBM Big Data Hub

AUGUST 17, 2023

Tracking these metrics can help identify resource-intensive workloads, inefficient resource allocation or unnecessary resource consumption that may lead to increased costs. Again, because every action also comes with metrics and the reasoning behind it, teams have an easier time trusting the decision to act.

Risk 63

Risk Metrics Dashboards Optimization 63

Rocket-Powered Data Science

JULY 19, 2023

For example, an exploration of historical data may reveal that an increase in customer satisfaction (or dissatisfaction) with one particular product is correlated with some other satisfaction (or dissatisfaction) metric downstream at a later date.

Data-driven 186

Data-driven Enterprise Analytics Machine Learning 186

AWS Big Data

JULY 17, 2023

In the demo, you use the AWS Cloud9 EC2 instance profile’s credentials to sign requests sent to OpenSearch Ingestion. In this demo, the OpenSearch Service domain uses fine-grained access control for authentication, so you need to map the OpenSearch Ingestion pipeline role to the OpenSearch backend role all_access.

Management 72

Management Analytics Data Processing Metrics 72

FineReport

MARCH 1, 2023

It includes key metrics such as total sales revenue, the number of units sold, average order value, and customer demographics. Daily Sales Report Sample Key Elements of Your Daily Sales Report There are several key metrics that businesses should include in their daily sales reports to gain insights into their sales performance.

Sales 52

Sales Reporting Metrics Informatics 52

IBM Big Data Hub

APRIL 29, 2024

The day also featured sessions on Velox’s I/O optimizations by Deepak Majeti from IBM, strategies for safeguarding against Out-Of-Memory (OOM) kills by Vikram Joshi from ComputeAI, and a hands-on demo on debugging Velox applications by Deepak Majeti.

Management 71

Management Optimization Data Processing Metrics 71

IBM Big Data Hub

AUGUST 2, 2023

Operations teams: Observability allows operations teams to monitor system metrics and set up alerts for abnormal behavior. By correlating business metrics with system performance metrics, product managers can assess the impact of technical changes on key business outcomes.

Cost-Benefit 61

Cost-Benefit Metrics Optimization Software 61

Jet Global

APRIL 24, 2020

Healthcare finance teams are responsible for producing a diverse set of metrics and reporting each month. Learn more by requesting your free demo now! Those who still rely on manual processes are finding that the requirements are stretching their teams thin and adding to already high administrative costs.

Reporting 59

Reporting Management Finance Metrics 59

FineReport

AUGUST 11, 2021

Several main benefits are as follows: Make key metrics clear. Metrics are an important criterion for judging the operation of various departments of an enterprise. Business dashboard highlights various business metrics. Request Demo. Stick to visibility. Dashboard for business performance. Business dashboard software.

Dashboards 52

Dashboards Metrics Sales Visualization 52

DataRobot

FEBRUARY 10, 2021

and Google benchmarks for this model use the accuracy metric. Although it’s easy to get running code with the accuracy metric, it’s not good data science practice for this problem. When DataRobot builds a model with the Poker Hand dataset, by default, it uses log loss as an optimization metric. Request a Demo.

Modeling 98

Modeling Deep Learning Machine Learning Testing 98

DataRobot

JUNE 22, 2021

If you would like to follow along you can watch our Bias and Fairness Testing demo recording. Choosing a Fairness Metric to Define Bias. DataRobot offers five industry standard Fairness Metrics to measure bias and provides in-depth descriptions of each. Checking Models for Bias. We start by selecting the Protected Features.

Metrics 52

Metrics Testing Modeling Measurement 52

DataRobot Blog

JULY 27, 2022

In this technical post, we’ll focus on some changes we’ve made to allow custom models to operate as an algorithm on Algorithmia, while still feeding predictions, input, and other metrics back to the DataRobot MLOps platform —a true best of both worlds. The Demo: Autoscaling with MLOps.

Metrics 52

Metrics Deep Learning Modeling Machine Learning 52

DataRobot Blog

FEBRUARY 28, 2023

When the training process is complete, DataRobot will recommend the best-performing model for production based on the selected metric and provide an explanation. Model Training Once the data is prepared, users choose their preferred approach for model development using DataRobot AutoML through the GUI, hosted Notebooks, or both.

Data Processing 72

Data Processing Experimentation Machine Learning Modeling 72

CIO Business Intelligence

DECEMBER 8, 2022

Rather than the predictable advertisements or staged photos featuring happy employees, it’s a demo of the energy management firm’s latest innovation, called PowerINSIGHTS. It’s an interactive platform. And ideas for how to improve it are pouring in. Other business units, like our subsidiary Ecobee, have already gotten involved.

IT 98

IT Metrics Advertising Visualization 98

FineReport

JUNE 14, 2023

Key Performance Indicators (KPIs) serve as vital metrics that help measure progress towards business goals. To effectively monitor and analyze these metrics, businesses utilize KPI reports. Furthermore, additional metrics such as sales performance can be incorporated for customization.

KPI 52

KPI Reporting Key Performance Indicator Sales 52

IBM Big Data Hub

DECEMBER 4, 2023

Performance and accuracy: As developers assess the performance and accuracy of generative AI models, they should consider metrics such as the quality of the generated outputs, the ability to generalize to different inputs or scenarios, and the consistency of results.

Experimentation 68

Experimentation Modeling Metrics Machine Learning 68

CIO Business Intelligence

APRIL 5, 2023

But let’s face it, there are already enough customer-facing performance metrics in the world. DEX turns measurement and metrics inward, then captures even more value from the intentional feedback and non-verbal cues provided by employees. The customer still comes first. The Intellyx Take Work has changed forever.

Cost-Benefit 116

Cost-Benefit Metrics Measurement Digital Transformation 116

DataRobot Blog

MARCH 31, 2022

Service Health tracks metrics about a deployment’s ability to respond to prediction requests quickly and reliably. For Accuracy , the notification conditions relate to a performance optimization metric for the underlying model in the deployment. Contact us to request a personal demo. Request a demo.

Metrics 52

Metrics Risk Data-driven Modeling 52

DataRobot

JUNE 10, 2021

DataRobot also provides per-label metrics so that metrics per class can be compared. Below are the per-label metrics provided by DataRobot for model evaluation purposes. The competition metric is the maximum Tanimoto score of the top five recommendations to the ground truth averaged over the test dataset. Request a demo.

Metrics 52

Metrics Machine Learning Visualization Experimentation 52

Alation

FEBRUARY 14, 2023

The role of monitoring, measuring, and metrics So, you’ve got the first step done; you’ve implemented data governance and everyone in your organization is on board. At first, “governance progress” metrics could be utilised, such as: What % of tables have a data steward assigned? What % of tables have a definition?

Data Governance 52

Data Governance ROI Metrics Cost-Benefit 52

FineReport

MAY 31, 2023

Financial Performance Dashboard The financial performance dashboard provides a comprehensive overview of key metrics related to your balance sheet, shedding light on the efficiency of your capital expenditure. While sales dashboards focus on future prospects, accounting primarily focuses on analyzing the same metrics retrospectively.

Dashboards 52

Dashboards Key Performance Indicator Metrics Visualization 52

FineReport

JUNE 7, 2023

Improved Decision-Making: With project management dashboards, key project metrics and performance indicators are displayed in a visually appealing format. They can be customized to display relevant metrics, charts, and reports, providing a flexible solution that scales with the project’s complexity and size.

Dashboards 52

Dashboards Management Visualization Cost-Benefit 52

DataRobot

JUNE 29, 2021

MLOps creates a Center of Excellence for your production AI models enterprise-wide and gives you the ability to track model health, accuracy, data drift, and a host of other metrics that tell you when your models need help. Check out the Continuous AI web page and watch the demo to learn more. It asks The Robot.

Machine Learning 80

Machine Learning Data Processing Forecasting Modeling 80