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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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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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Garbage In, Garbage Out (GIGO): Unlocking data insights with AI - Feature space distribution fitting
Performance in AI: Data, metrics, and beyond...
7 minutes 59 seconds
1 year ago
Garbage In, Garbage Out (GIGO): Unlocking data insights with AI - Feature space distribution fitting

Welcome to the very first episode of our podcast, where we dive deep into the fascinating world of data, artificial intelligence, and cybersecurity. I'm Gürol Canbek. In this episode, we’ll explore one of the most critical concepts in AI: Garbage In, Garbage Out, or GIGO.

We often focus on building smarter algorithms, but what happens when the data we feed into these systems is flawed or incomplete? Like using spoiled ingredients in a recipe, bad data can lead to disastrous results. In this episode, I'll discuss my latest research on how data quality affects AI's ability to generate insights and how we can avoid those "bad ingredients."

We’ll talk about patterns, data fingerprints, and even some surprising parallels between natural phenomena like earthquakes and your smartphone apps! 🧐

For full access to the research behind this episode, you can read the paper here: bit.ly/GIGOpaper.

Also, be sure to check out more of my work at gurol.canbek.com.

Join me as we uncover how clean, well-structured data can make all the difference in AI, and why GIGO is more relevant than ever in our increasingly data-driven world.

👉 Please cite my article as follows: Canbek, G. (2022). Gaining insights in datasets in the shade of “garbage in, garbage out” rationale: Feature space distribution fitting. WIREs Data Mining and Knowledge Discovery, 12(3), 1–18. https://doi.org/10.1002/widm.1456

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.