PToPI: A periodic table for Artificial Intelligence - Your visual guide to choosing the right metrics

18/10/2024 14 min Temporada 24 Episodio 4

Listen "PToPI: A periodic table for Artificial Intelligence - Your visual guide to choosing the right metrics"

Episode Synopsis

Confused about choosing the right performance metrics for your classification models 🤔? Say goodbye to confusion 👋 and hello to PToPI! Namely Periodic Table of Performance Instruments.
This video podcast provides a clear and engaging visual guide to understanding and selecting the most effective classification performance metrics for your machine learning tasks 🚀.
This visual guide, designed by Dr. Gürol Canbek, will cover:

A comprehensive review of 57 performance instruments, including graphical, probabilistic, and entropic ones.
Formal definitions and explanations of key concepts like canonical forms, duality, complementation, and leveling.
How to interpret and analyze performance metrics to choose the right one for your needs.
Practical examples from different domains to show you how to apply PToPI in real-world scenarios.

Don't miss out on this opportunity to master classification performance metrics! 🙌
Access the free full text article and download the PToPI poster here:

Free full text: https://bit.ly/PToPlpaper
Download PToPI poster (as an Excel xlsx file): https://github.com/gurol/PToPI

This video podcast will empower you to make informed decisions about your machine learning models and achieve better results! 💯