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Lecture
Gradient Descent: Principles and Applications
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Convex Optimization: Gradient Algorithms
Covers convex optimization problems and gradient-based algorithms to find the global minimum.
Coordinate Descent: Optimization Strategies
Explores coordinate descent optimization strategies, emphasizing simplicity in optimization through one-coordinate updates and discussing the implications of different approaches.
