Demystifying Overfitting & Model Complexity in ML

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Human in loop podcasts

Priti Y.

16 episodes

4 days ago

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

Technology

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

Technology

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Demystifying Overfitting & Model Complexity in ML

Human in loop podcasts

6 minutes 22 seconds

3 months ago

Demystifying Overfitting & Model Complexity in ML

Based on the “Machine Learning ” crash course from Google for Developers:⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠ ⁠⁠⁠https://developers.google.com/machine-learning/crash-course⁠⁠⁠

In this episode, we’ll learn what overfitting is, how to detect it using loss curves, why model complexity matters, and how techniques like L2 regularization help improve generalization to unseen data.

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.