David Menninger's Analyst Perspectives

NOVEMBER 9, 2021

How does your organization define and display its metrics? I believe many organizations are not defining and displaying metrics in a way that benefits them most. A number, by itself, does not provide any indication of whether the result is good or bad.

Metrics 328

Metrics KPI Measurement Reporting 328

Analytics Vidhya

OCTOBER 11, 2020

The post HOW TO CHOOSE EVALUATION METRICS FOR CLASSIFICATION MODEL appeared first on Analytics Vidhya. This article was published as a part of the Data Science Blogathon. INTRODUCTION Yay!! So you have successfully built your classification model. What should.

Metrics 329

Metrics Modeling Data Science Publishing 329

Analytics Vidhya

AUGUST 5, 2019

Overview Evaluating a model is a core part of building an effective machine learning model There are several evaluation metrics, like confusion matrix, cross-validation, The post 11 Important Model Evaluation Metrics for Machine Learning Everyone should know appeared first on Analytics Vidhya.

Machine Learning 308

Machine Learning Metrics Modeling Analytics 308

Analytics Vidhya

FEBRUARY 24, 2021

The post A Simple Guide to Metrics for Calculating String Similarity appeared first on Analytics Vidhya. ArticleVideo Book Introduction One of the applications of Natural Language Processing is auto-correction and spellings checks. All of us have encountered this that if.

Metrics 317

Metrics Analytics 317

Analytics Vidhya

MAY 21, 2021

The post Importance of Cross Validation: Are Evaluation Metrics enough? appeared first on Analytics Vidhya. ArticleVideo Book This article was published as a part of the Data Science Blogathon Introduction Model Building in Machine Learning is an important component of.

Metrics 305

Metrics Machine Learning Data Science Publishing 305

Analytics Vidhya

JANUARY 27, 2022

The post Evaluation Metrics With Python Codes appeared first on Analytics Vidhya. In doing so, we need to optimize the model performance. There are two types of ML models, classification and regression; for each ML […].

Metrics 260

Metrics Machine Learning Data Science Publishing 260

Analytics Vidhya

JUNE 21, 2021

The post Evaluate Your Model – Metrics for Image Classification and Detection appeared first on Analytics Vidhya. ArticleVideo Book This article was published as a part of the Data Science Blogathon Deep learning techniques like image classification, segmentation, object detection are used.

Metrics 283

Metrics Modeling Deep Learning Data Science 283

Analytics Vidhya

OCTOBER 12, 2020

The post Quick Guide to Evaluation Metrics for Supervised and Unsupervised Machine Learning appeared first on Analytics Vidhya. This article was published as a part of the Data Science Blogathon. Introduction Machine learning is about building a predictive model using historical data.

Machine Learning 306

Machine Learning Metrics Predictive Modeling Data Science 306

datapine

AUGUST 19, 2020

At the same time, inventory metrics are needed to help managers and professionals in reaching established goals, optimizing processes, and increasing business value. We will finish by presenting a business dashboard that will show how those metrics work together when depicting an inventory data-story. What Are Inventory Metrics?

Metrics 286

Metrics KPI Cost-Benefit Dashboards 286

Analytics Vidhya

JULY 20, 2021

ArticleVideo Book This article was published as a part of the Data Science Blogathon Evaluation Metrics for Classification Problem Image source ?[link] The post Metrics to Evaluate your Classification Model to take the right decisions appeared first on Analytics Vidhya. link] Abstract The most.

Metrics 271

Metrics Modeling Data Science Publishing 271

Analytics Vidhya

FEBRUARY 16, 2023

Unlike traditional AUC scores, partial AUC scores concentrate on a specific region of the ROC (Receiver Operating Characteristic) curve, offering a more detailed evaluation of the model’s […] The post Partial AUC Scores: A Better Metric for Binary Classification appeared first on Analytics Vidhya.

Metrics 291

Metrics Modeling Analytics Statistics 291

Analytics Vidhya

JULY 9, 2024

This powerful metric, called relative entropy or information gain, has become indispensable in various fields, from statistical inference to deep learning.

Machine Learning 255

Machine Learning Metrics Deep Learning Statistics 255

Analytics Vidhya

FEBRUARY 4, 2020

The post How to Create a Test Set to Approximate Business Metrics Offline appeared first on Analytics Vidhya. Introduction Most Kaggle-like machine learning hackathons miss a core aspect of a machine learning workflow – preparing an offline evaluation environment while building an.

Metrics 290

Metrics Testing Machine Learning Analytics 290

CIO Business Intelligence

OCTOBER 30, 2024

Enter Gen AI, a transformative force reshaping digital experience analytics (DXA). Gen AI as a catalyst for actionable insights One of the biggest challenges in digital analytics isn’t just understanding what’s happening, but why it’s happening—and doing so at scale, and quickly. That’s where Gen AI comes in.

Analytics 128

Analytics Metrics Optimization Interactive 128

Analytics Vidhya

JANUARY 16, 2021

The post Python Code Performance Measurement – Measure the right metric to optimize better! appeared first on Analytics Vidhya. Introduction Performance optimization is an important concern in any data science.

Measurement 279

Measurement Metrics Optimization Data Science 279

datapine

OCTOBER 7, 2020

By establishing clear operational metrics and evaluate performance, companies have the advantage of using what is crucial to stay competitive in the market, and that’s data. Your Chance: Want to visualize & track operational metrics with ease? What Are Metrics And Why Are They Important?

KPI 269

KPI Metrics Sales Visualization 269

datapine

FEBRUARY 14, 2021

That’s why it’s critical to monitor and optimize relevant supply chain metrics. Finally, we will show how to combine those metrics with the help of modern KPI software and create professional supply chain dashboards. Your Chance: Want to visualize & track supply chain metrics with ease? Cash-to-cash Time Cycle.

Metrics 260

Metrics KPI Dashboards Sales 260

Analytics Vidhya

APRIL 1, 2023

Insightful metrics allow marketers to identify what works and what does not. AI marketing analytics tools help a marketer plan strategically from the cluster of data […] The post Top 14 Marketing Analytics Tools for Data-Driven Marketers appeared first on Analytics Vidhya.

Marketing Analytics 327

Marketing Analytics Marketing Data-driven Analytics 327

datapine

JULY 6, 2022

1) What Are Productivity Metrics? 3) Productivity Metrics Examples. 4) The Value Of Workforce Productivity Metrics. What Are Productivity Metrics? Productivity metrics are measurements used by businesses to evaluate the performance of employees on various activities related to their general company goals.

Measurement 243

Measurement Metrics KPI Sales 243

Analytics Vidhya

MARCH 29, 2025

As Large Language Models (LLMs) blur the lines between human and machine-generated content, the quest for reliable evaluation metrics has become more critical than ever.

Metrics 199

Metrics Measurement Modeling Analytics 199

datapine

OCTOBER 11, 2023

3) Top 15 Warehouse KPIs Examples 4) Warehouse KPI Dashboard Template The use of big data and analytics technologies has become increasingly popular across industries. Making the use of warehousing metrics a huge competitive advantage. That is where warehouse metrics and KPIs come into play. 2) Why Do You Need Warehouse KPIs?

Metrics 217

Metrics KPI Management Cost-Benefit 217

Corinium

JANUARY 30, 2020

Ahead of her presentation at CDAO UK, we spoke with Quantum Metric’s Marina Shapira about predictive analytics, why companies should embrace a culture of experimentation how and CAOs and CXOs can work together effectively. And what role should it play in an organization's data and analytics strategy?

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Metrics Experimentation Predictive Analytics Strategy 300

datapine

APRIL 13, 2021

The answer is modern agency analytics reports and interactive dashboards. In this article, we will cover every fundamental aspect to take advantage of agency analytics. Let’s dig in with the definition of agency analytics. Your Chance: Want to test a powerful agency analytics software? What Are Agency Analytics?

Dashboards 256

Dashboards Reporting Analytics Cost-Benefit 256

Analytics Vidhya

DECEMBER 7, 2024

Dashboards are the lifeblood of modern businesses, providing a clear, concise view of critical metrics. Importance of Dashboards Dashboards […] The post 20 Examples of Interactive Power BI Dashboards appeared first on Analytics Vidhya.

Dashboards 245

Dashboards Interactive Visualization Metrics 245

AWS Big Data

OCTOBER 17, 2024

Amazon Kinesis Data Analytics for SQL is a data stream processing engine that helps you run your own SQL code against streaming sources to perform time series analytics, feed real-time dashboards, and create real-time metrics. AWS has made the decision to discontinue Kinesis Data Analytics for SQL, effective January 27, 2026.

Management 137

Management Data Analytics Analytics Recreation/Entertainment 137

datapine

FEBRUARY 3, 2022

2) What Are Metrics? 3) KPIs vs Metrics: Main Differences. 4) Tips For KPI & Metrics Tracking. This is done with the help of KPI and metrics. KPIs and metrics are often considered the same thing in day-to-day business contexts. Let’s quick it off with the definition of metrics and KPIs! What Are Metrics?

Metrics 189

Metrics KPI Key Performance Indicator Sales 189

DataKitchen

NOVEMBER 5, 2024

This intermediate layer strikes a balance by refining data enough to be useful for general analytics and reporting while still retaining flexibility for further transformations in the Gold layer. At the same time, the Gold layer’s “single version of the truth” makes data accessible and reliable for reporting and analytics.

Data Quality 195

Data Quality Testing Metrics Reporting 195

datapine

SEPTEMBER 29, 2022

6) Data Quality Metrics Examples. quintillion bytes of data being produced on a daily basis and the wide range of online data analysis tools in the market, the use of data and analytics has never been more accessible. The data quality analysis metrics of complete and accurate data are imperative to this step. With a shocking 2.5

Data Quality 241

Data Quality Metrics Data-driven Management 241

Analytics Vidhya

FEBRUARY 29, 2024

Language models’ evaluation is crucial to validate their performance, quality and to ensure the production […] The post Quantitative Metrics Simplified for Language Model Evaluation appeared first on Analytics Vidhya.

Metrics 162

Metrics Modeling Analytics 162

datapine

MAY 27, 2020

In recent years, analytical reporting has evolved into one of the world’s most important business intelligence components, compelling companies to adapt their strategies based on powerful data-driven insights. What Is An Analytical Report? Your Chance: Want to build your own analytical reports completely free? Let’s get started.

Reporting 245

Reporting Analytics Dashboards Sales 245

datapine

SEPTEMBER 4, 2019

That being said, in this post, we will explain what is a dashboard in business, the features of strategic, tactical, operational and analytical dashboards, and expound on examples that these different types of dashboards can be used. Organizations can also further utilize the data to define metrics and set goals. Analytical.

Dashboards 263

Dashboards Analytics Key Performance Indicator Sales 263

AWS Big Data

JANUARY 6, 2025

Google Analytics 4 (GA4) provides valuable insights into user behavior across websites and apps. In this post, we show you how to establish the data ingestion pipeline between Google Analytics 4, Google Sheets, and an Amazon Redshift Serverless workgroup. Create a report on Google Analytics. This post has two parts.

Analytics 98

Analytics Data Warehouse Big Data Metrics 98

Analytics Vidhya

MARCH 16, 2023

New-age technologies like artificial intelligence and machine learning help drive greater efficiency and productivity and improve other business metrics. Until 2021, the machine learning market was estimated […] The post Impact of Machine Learning on HR in 2023 appeared first on Analytics Vidhya.

Machine Learning 352

Machine Learning Metrics Marketing Technology 352

Analytics Vidhya

JULY 5, 2022

Introduction to Confusion Matrix In a situation where we want to make discrete predictions, we often wish to assess the quality of our model beyond simple metrics like the model’s accuracy, especially if we have many classes. The post Guide to the Intuitive Confusion Matrix appeared first on Analytics Vidhya.

Metrics 367

Metrics Data Science Publishing Modeling 367

Analytics Vidhya

MARCH 26, 2025

With this rise, the need for reliable evaluation metrics has never been greater. One critical measure is toxicityassessing whether AI […] The post Evaluating Toxicity in Large Language Models appeared first on Analytics Vidhya.

Modeling 125

Modeling Metrics Measurement Analytics 125

Analytics Vidhya

SEPTEMBER 10, 2021

This article was published as a part of the Data Science Blogathon Introduction With ignite, you can write loops to train the network in just a few lines, add standard metrics calculation out of the box, save the model, etc. The post Training and Testing Neural Networks on PyTorch using Ignite appeared first on Analytics Vidhya.

Testing 356

Testing Metrics Data Science Publishing 356

DataKitchen

JANUARY 3, 2022

Their business unit colleagues ask an endless stream of urgent questions that require analytic insights. Business analysts must rapidly deliver value and simultaneously manage fragile and error-prone analytics production pipelines. In business analytics, fire-fighting and stress are common. Analytics Hub and Spoke.

Business Analytics 245

Business Analytics Analytics Testing Dashboards 245