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Performance in AI: Data, metrics, and beyond...
Dr. Gürol Canbek
4 episodes
6 days ago
Join Dr. Gürol Canbek, an expert in computer engineering and AI with over 25 years of experience, as he explores the critical role of data in AI performance. In "Performance in AI: Data, metrics, and beyond", Dr. Canbek discusses key topics like data quality, data profiling, GIGO (Garbage In, Garbage Out), robust performance metrics, responsible AI and cybersecurity, offering insights for AI professionals and enthusiasts alike. Visit gurol.canbek.com for more information, including free full-text articles and other materials.
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Technology
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All content for Performance in AI: Data, metrics, and beyond... is the property of Dr. Gürol Canbek and is served directly from their servers with no modification, redirects, or rehosting. The podcast is not affiliated with or endorsed by Podjoint in any way.
Join Dr. Gürol Canbek, an expert in computer engineering and AI with over 25 years of experience, as he explores the critical role of data in AI performance. In "Performance in AI: Data, metrics, and beyond", Dr. Canbek discusses key topics like data quality, data profiling, GIGO (Garbage In, Garbage Out), robust performance metrics, responsible AI and cybersecurity, offering insights for AI professionals and enthusiasts alike. Visit gurol.canbek.com for more information, including free full-text articles and other materials.
Show more...
Technology
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PToPI: A periodic table for Artificial Intelligence - Your visual guide to choosing the right metrics
Performance in AI: Data, metrics, and beyond...
14 minutes 29 seconds
1 year ago
PToPI: A periodic table for Artificial Intelligence - Your visual guide to choosing the right metrics

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! 💯

Performance in AI: Data, metrics, and beyond...
Join Dr. Gürol Canbek, an expert in computer engineering and AI with over 25 years of experience, as he explores the critical role of data in AI performance. In "Performance in AI: Data, metrics, and beyond", Dr. Canbek discusses key topics like data quality, data profiling, GIGO (Garbage In, Garbage Out), robust performance metrics, responsible AI and cybersecurity, offering insights for AI professionals and enthusiasts alike. Visit gurol.canbek.com for more information, including free full-text articles and other materials.