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Articles · Rebeauty Atlas

AI

AN Anthony MacKenzie-Gureje

Clinical AI Is Tested Constantly…But Is It Actually Validated?

Clinical AI is being tested more than ever. The problem is that we are often testing the wrong things.

Jul 27, 2026 · 8 min read · 0 claps #model-evaluation #validation #data-validation

Clinical AI Is Tested Constantly…But Is It Actually Validated?

AI

SN Sneha Upadhyayula

Why Most AI Evals Fail Before You Write a Single Test

When people talk about AI evals, the conversation usually starts at the same place — You build an agent or a RAG system, create a golden…

Jul 01, 2026 · 7 min read · 1 claps #llm-evaluation #evaluation #model-evaluation

Why Most AI Evals Fail Before You Write a Single Test

HUM AI

CH Chao De-Yu · Data And Beyond

Why 99% Accuracy Can Be Misleading: The Accuracy Paradox in Machine Learning

How imbalanced data creates the illusion of a perfect model

Jun 07, 2026 · 3 min read · 50 claps paywalled #machine-learning #imbalanced-data #accuracy-paradox

Why 99% Accuracy Can Be Misleading: The Accuracy Paradox in Machine Learning

AI

IS Ishan Toraskar

BLEU vs ROUGE vs METEOR vs BERTScore: Bridging the Gap Between Lexical and Semantic Evaluation in…

Introduction

Apr 19, 2026 · 10 min read · 1 claps #nlp #evaluation-metric #bleu

BLEU vs ROUGE vs METEOR vs BERTScore: Bridging the Gap Between Lexical and Semantic Evaluation in…

AI MED MDA SCI

HA Harshita Vyas

Generating Pneumonia X-rays with GANs: An Experiment on MedMNIST

Introduction

May 01, 2025 · 4 min read · 0 claps #genai #gans #evaluation-metric

Generating Pneumonia X-rays with GANs: An Experiment on MedMNIST

AI

SO Sofia Kleisarchaki

Rethinking Forecast Evaluation: From MSE and MAE to Precision and Recall

Why Do We Need to Rethink Forecasting Model Evaluation?

Oct 13, 2024 · 6 min read · 0 claps #forecasting-models #evaluation-metric #precision-recall

Rethinking Forecast Evaluation: From MSE and MAE to Precision and Recall

SOC MKT AI GEN

AB Abhishek Jain

Semantic vs instance vs panoptic segmentation

The difference between semantic vs. instance vs. panoptic segmentation lies in how they process the things and stuff in the image.

Aug 26, 2024 · 4 min read · 8 claps #semantic-segmentation #instance-segmentation #panoptic-segmentation

AI SCI

AN Anik Juniyati · Dev Genius

Data Science Evaluation Process

Evaluation in data science is the stage where the model or analysis that has been created is tested to ensure that the results are in…

Aug 17, 2024 · 6 min read · 20 claps paywalled #evaluation #evaluation-metric #evaluation-methods

MED HUM AI SCI

IS ismail Tahir

Understanding Bayesian Reasoning: Unraveling Diagnostic Test Reliability and Error Analysis

Bayesian reasoning offers a perspective on how we update beliefs in light of new evidence i.e., instead of concluding about the situation…

Jan 18, 2024 · 7 min read · 8 claps #bayesian #bayesian-statistics #bayesian-machine-learning

Understanding Bayesian Reasoning: Unraveling Diagnostic Test Reliability and Error Analysis

MKT AI TCH

IS ismail Tahir

On Evaluation of Image Segmentation Algorithms — A Crack Segmentation Example

One of the key principles of algorithm development is to achieve robustness, which stands for the algorithm's capability of answering…

Feb 11, 2022 · 5 min read · 25 claps #segmentation #image-processing #evaluation-metric