The TWIML AI Podcast (formerly This Week in Machine Learning & Artificial Intelligence) cover image

Trends in Machine Learning & Deep Learning with Zack Lipton - #334

The TWIML AI Podcast (formerly This Week in Machine Learning & Artificial Intelligence)

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Navigating Causality in Machine Learning Models

This chapter examines a unique paper incorporating a Socratic dialogue and explores the implications of treating classifiers as energy-based models. It highlights the innovative hybrid model that blends generative and discriminative approaches, achieving impressive performance in tasks such as classification and adversarial robustness. The discussion also raises critical questions about the future viability of these models in the face of evolving adversarial attacks.

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