Generalization in Deep LearningDelves into the trade-off between model complexity and risk, generalization bounds, and the dangers of overfitting complex function classes.
Optimization AlgorithmsCovers optimization algorithms, convergence properties, and time complexity of sequences and functions.
Generalization TheoryExplores generalization theory in machine learning, addressing challenges in higher-dimensional spaces and the bias-variance tradeoff.
