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Human in loop podcasts
Priti Y.
16 episodes
5 days ago
Educational podcasts blending human research and AI-generated content, promoting curiosity, critical thinking, and lifelong learning.
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Technology
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All content for Human in loop podcasts is the property of Priti Y. 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.
Educational podcasts blending human research and AI-generated content, promoting curiosity, critical thinking, and lifelong learning.
Show more...
Technology
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Understanding Model Confidence: ROC, AUC & Prediction Bias
Human in loop podcasts
7 minutes 10 seconds
3 months ago
Understanding Model Confidence: ROC, AUC & Prediction Bias

Based on the “Machine Learning ” crash course from Google for Developers:⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠ ⁠https://developers.google.com/machine-learning/crash-course⁠In this episode, we go beyond accuracy and dive into how to evaluate model performance across all thresholds using ROC curves and AUC. We also break down prediction bias—why your model might look accurate but still be off-target—and how to detect early signs of bias caused by data, features, or training bugs. Tune in to learn how to make more reliable and fair classification models!

Disclaimer: This podcast is generated using an AI avatar voice. At times, you may notice overlapping sentences or background noise. That said, all content is directly based on the official course material to ensure accuracy and alignment with the original learning experience.

Human in loop podcasts
Educational podcasts blending human research and AI-generated content, promoting curiosity, critical thinking, and lifelong learning.