Model Evaluation

Machine Learning Metrics in Online Learning: How to Know If Your Model is Doing Well?

July 2, 2024 Machine Learning, Model Evaluation

Visual representation of machine learning metrics for online learning: neural network, data streams, balance scale, foggy road, magnifying glass, and chessboard.

Introduction: Online Learning is Like Driving in Fog! Imagine driving through a foggy road where new signs appear every few seconds, and you must react immediately. Online Learning works the…

Machine Learning Metrics in Ensemble Learning: A Simple, Relatable Guide

May 2, 2024 Machine Learning, Model Evaluation

Abstract digital art of ensemble learning with floating graphs, gears, and neural networks merging into a unified prediction. Visualizes machine learning metrics like Precision-Recall curves and ROC-AUC in a minimalist, tech-inspired style.

Introduction: Why Should You Care About Evaluation Metrics? Imagine you and your friends start a band. Each of you plays a different instrument, but together, you create a flawless song….

Evaluation Metrics in Transfer Learning: How to Choose the Best Ones?

April 2, 2024 Machine Learning, Model Evaluation

Abstract neural network transferring data between domains with icons for AI evaluation metrics: F1 Score, computational speed, and domain adaptation. Futuristic tech design in neon blue and purple.

Introduction: A World Where Models Learn from Each Other! Imagine an AI model new to the medical field leveraging the experience of an older model trained to recognize cats and…