Performance in AI: Data, metrics, and beyond...

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

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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! 💯

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      Performance in AI: Data, metrics, and beyond...By Dr. Gürol Canbek