F1 Score – My Blog

Machine Learning Metrics in Evolutionary Learning: Like Baking the Perfect Pizza!

October 2, 2024 Machine Learning, Model Evaluation

Abstract art of DNA helix merging with binary code, surrounded by glowing machine learning metrics. Robot chef balances spices on pizza near futuristic city with self-driving cars.

Intro: Evolution Isn’t Just for Dinosaurs! Evolutionary Learning is like cooking without a recipe! You toss your ingredients (data) into the pot, tweak things through trial and error (evolution), and…

Machine Learning Metrics in Federated Learning: From Theory to Practice

August 2, 2024 Machine Learning, Model Evaluation

Abstract illustration of federated learning metrics: decentralized AI nodes, privacy shields, balanced fairness scales, and optimized data streams.

Introduction: What Is Federated Learning and Why Does It Matter? Imagine training an AI model to diagnose diseases, but patient data is scattered across hospitals, and no one wants to…

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…