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. We dug into interactive visualizations such as the DataRobot drift drill down plot , where users can investigate the exact feature and time period affected by data drift in a model.

Big Data 96

Big Data Forecasting Experimentation Metrics 96

FineReport

JUNE 19, 2023

By accessing visually engaging interactive insights, you can enhance your decision-making processes to optimize your operations. Achieving operational objectives : Monitoring and reporting on key metrics aid businesses in meeting their operational goals and objectives. This fosters confidence and trust in the business.

Operational Reporting 52

Operational Reporting Reporting Key Performance Indicator Dashboards 52

Juice Analytics

DECEMBER 16, 2019

In our workshops on data storytelling, dashboard design, and data visualization, we are always emphasing the need to simplify. And certainly no more adding of metrics. Our dashboards don’t need to include every potential metric, every possible filter, and piles of charts. Less is more. Who else believes in “less is more?”

Dashboards 67

Dashboards Metrics Visualization Interactive 67

FineReport

AUGUST 17, 2021

In general, digital dashboard integrates all key performance indicators and data into the dashboard of the same business area, so as to visually display the current status and historical trends of the company, and further assist the company’s decision-making. Workshop application of FineReport’s digital dashboard.

Dashboards 52

Dashboards Cost-Benefit Key Performance Indicator Sales 52

FineReport

APRIL 24, 2024

Learn Data Visualization Understanding the Importance of Visualizing Data Data visualization is a powerful tool for conveying complex information in a clear and impactful manner. Whether it’s through charts, graphs, maps, or other visual formats, mastering data visualization is crucial for anyone working with data.

Visualization 52

Visualization Dashboards Interactive Data-driven 52

O'Reilly on Data

DECEMBER 12, 2019

Partial dependence, accumulated local effect (ALE), and individual conditional expectation (ICE) plots : this involves systematically visualizing the effects of changing one or more variables in your model. There are a ton of packages for these techniques: ALEPlot , DALEX , ICEbox , iml , and pdp in R; and PDPbox and PyCEbox in Python.

Machine Learning 190

Machine Learning Modeling Testing Risk Management 190

Sisense

JUNE 24, 2021

A recent study by Learning Pool revealed 76% of mature metrics practices are enabled by technology that integrates data from multiple sources. Organizations are now turning to digital innovations such as AI-infused analytics platforms to enhance and grow the knowledge of their teams and talent.

Analytics 83

Analytics Measurement Dashboards Optimization 83

AWS Big Data

MAY 4, 2023

The data, fetched from the Kubernetes Metric Server, feeds into statistical models that VPA constructs in order to build recommendations. In short, vertical autoscaling sets up VPA to track the container_memory_working_set_bytes metric for the Spark executor pods that have vertical autoscaling enabled.

Metrics 77

Metrics Dashboards Optimization Statistics 77

AWS Big Data

AUGUST 23, 2023

The vector engine uses approximate nearest neighbor (ANN) algorithms from the Non-Metric Space Library (NMSLIB) and FAISS libraries to power k-NN search. Take Observability to the next level Observability in OpenSearch is a collection of plugins and features that let you explore, query and visualize telemetry data stored in OpenSearch.

Snapshot 93

Snapshot Dashboards Visualization Metrics 93

FineReport

JULY 4, 2023

By carefully selecting appropriate KPIs for different business areas, they can be utilized to organize and visualize extensive datasets. Through innovative visual tools like a KPI dashboard, you can gain deeper insights, optimizing your organization for success in today’s competitive digital landscape.

KPI 52

KPI Key Performance Indicator Dashboards Sales 52

AWS Big Data

JUNE 21, 2023

It comprises a search engine, OpenSearch, which delivers low-latency search and aggregations, OpenSearch Dashboards, a visualization and dashboarding tool, and a suite of plugins that provide advanced capabilities like alerting, fine-grained access control, observability, security monitoring, and vector storage and processing.

Metrics 77

Metrics Measurement Modeling Dashboards 77

datapine

JANUARY 14, 2020

By increasing the service levels, customer satisfaction, and loyalty, among many other metrics, organizations can ultimately generate business value and increase profits. We have written a bit more on the average response time as one of our metrics examples below in our article, but the main point is to keep it as short as possible.

Reporting 168

Reporting KPI Metrics Dashboards 168

IBM Big Data Hub

SEPTEMBER 11, 2023

The pain point tracker clusters the foundational data in which value metrics are then applied. For an agency with a child welfare mission like AZDCS, value metrics include multiple dimensions such as volume (what roles are impacted and how many people?), frequency (how many occurrences?), time (how much time is lost?)

Data-driven 90

Data-driven IT Measurement Cost-Benefit 90

AWS Big Data

MARCH 15, 2023

A three-tier web architecture in AWS , which can ingest metrics from several AWS services. Additionally, we can create a visualization by choosing Visualize. You can enhance this baseline dashboard with the visualizations you find in Discover, as we discussed earlier. We simply find the source.ip

IoT 80

IoT Dashboards Visualization Internet of Things 80

AWS Big Data

JANUARY 25, 2023

OpenSearch Serverless has the same logical data model and query engine of OpenSearch, so you can use the same ingest and query APIs you are familiar with, and use serverless OpenSearch Dashboards for interactive data analysis and visualization. You can also automate the process of collection creation using AWS CloudFormation and the AWS CDK.

Management 107

Management Dashboards Metadata Modeling 107

Domino Data Lab

MAY 8, 2019

On the other hand, as Lipton emphasized, while the tooling produces interesting visualizations, visualizations do not imply interpretation. ML model interpretability and data visualization. From my experiences leading data teams, when a business is facing difficult challenges, data visualizations can help or hurt.

Machine Learning 105

Machine Learning Data Science Modeling Visualization 105

Domino Data Lab

JULY 22, 2019

He also really informed a lot of the early thinking about data visualization. It involved a lot of work with applied math, some depth in statistics and visualization, and also a lot of communication skills. Again, talking about executives… In December last year, I was on a workshop for World Economic Forum.

Data Science 109

Data Science Machine Learning Data Governance Modeling 109

Sisense

MARCH 18, 2019

As part of our continuing tech investments, CTSI-Global decided to incorporate modern BI technology to help shippers perform advanced forecasting and modeling through elegant and robust visualizations on top of the centralized shipping data we aggregate. Sisense is truly unique in that the data layer is decoupled from the visualizations.

Analytics 71

Analytics Dashboards Metrics Visualization 71

Domino Data Lab

JUNE 2, 2019

Her talk addressed career paths for people in data science going into specialized roles, such as data visualization engineers, algorithm engineers, and so on. Then calculate the variance divided by the mean to construct a metric for noise in decision-making. For kicks, try calculating this kind of metric within your own organization.

Data-driven 110

Data-driven Data Science Machine Learning Modeling 110

Depict Data Studio

APRIL 10, 2023

Visualizing data in charts, graphs, dashboards, and infographics is one of the most powerful strategies for getting your numbers out of your spreadsheets and into real-world conversations. But it can be overwhelming to get started with data visualization. If so, this step-by-step data visualization guide is for you!

Visualization 105

Visualization Dashboards Testing Reporting 105

Depict Data Studio

SEPTEMBER 15, 2020

On her podcast, we talked about my unexpected shift from being an evaluator to a data visualization designer, along with my tips getting started working for yourself or teaching online. I would help train their nonprofits on evaluation, data collection, data analysis, and data visualization. My specialty, though, is data visualization.

Visualization 105

Visualization Consulting Dashboards Reporting 105

datapine

FEBRUARY 22, 2022

With all this information in hand, you can think about training opportunities such as workshops, seminars, and others. Rely on interactive data visualizations. With this issue in mind, the BI industry has developed multiple solutions that rely on data visualizations to give a more friendly and intuitive approach to business analytics.

Business Intelligence 218

Business Intelligence Strategy Cost-Benefit Key Performance Indicator 218

Domino Data Lab

AUGUST 1, 2021

Because of its architecture, intrinsically explainable ANNs can be optimised not just on its prediction performance, but also on its explainability metric. Skater provides a wide range of algorithms that can be used for visual interpretation (e.g. Courville, Pascal Vincent, Visualizing Higher-Layer Features of a Deep Network, 2009.

Modeling 139

Modeling Deep Learning Machine Learning Knowledge Discovery 139

Andrew White

JANUARY 11, 2021

Coding skills – SQL, Python or application familiarity – ETL & visualization? As with offensive policies, too many firms mistake hygiene metrics such as the number of records cleaned up versus the impact on outcomes as the measure of success, with risk I would wary of the same mistake. We have written on this widely.

Data Analytics 52

Data Analytics Analytics Data-driven Finance 52