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Plurisubharmonic function
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Faster Gradient Descent: Projected Optimization Techniques
Covers faster gradient descent methods and projected gradient descent for constrained optimization in machine learning.
Faster and Projected Gradient Descent: Optimization Techniques
Discusses advanced optimization techniques, focusing on faster and projected gradient descent methods in machine learning.
Stochastic Gradient Descent Convergence Proof
Explores the convergence proof of Stochastic Gradient Descent with strongly-convex functions and the impact of step-size on convergence properties.
Analytic Continuation of Zeta Function
Explores the analytic continuation of the zeta function and its relation to holomorphic functions and natural numbers.
Laplace Approximation: Integral Estimation
Explores Laplace approximation for integral estimation using smooth convex functions and Gaussian distribution.
Interpreting Convergence Plots in Optimization
Discusses interpreting convergence plots in optimization, identifying bugs based on convergence rates, and understanding optimization algorithms.
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