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Lecture
Generalization in Deep Learning
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Generalization Theory
Explores generalization theory in machine learning, addressing challenges in higher-dimensional spaces and the bias-variance tradeoff.
Learning with Deep Neural Networks
Explores the success and challenges of deep learning, including overfitting, generalization, and the impact on various domains.