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Lecture
Nonlinear Systems: Equations and Solutions
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Nonlinear Equations: Methods and Applications
Covers methods for solving nonlinear equations, including bisection and Newton-Raphson methods, with a focus on convergence and error criteria.
Cauchy Problem: Differential Equations and Initial Conditions
Covers the Cauchy problem, focusing on differential equations and the role of initial conditions in determining unique solutions.
Optimization Methods: Convergence and Trade-offs
Covers optimization methods, convergence guarantees, trade-offs, and variance reduction techniques in numerical optimization.
Primal-dual Optimization: Extra-Gradient Method
Explores the Extra-Gradient method for Primal-dual optimization, covering nonconvex-concave problems, convergence rates, and practical performance.
Diffusion Equations: Green's Function Approach
Covers the analysis and solution of diffusion equations using Green's function approach and discusses boundary conditions and dimensional analysis.
Nonlinear Equations: Fixed Point Method
Covers the topic of nonlinear equations and the fixed point method.
Linear Algebra: Systems of Linear Equations
Introduces linear algebra concepts, focusing on solving systems of linear equations and their representations.
Mathematical Equation Rule
Covers the process of converting handwritten entries into text and sharing mathematical equation rules.
Systems and Linear Equations: Introduction
Introduces systems and linear equations, defining lines and planes in 2D and 3D spaces.
Differential Equations: Initial Conditions and Solutions
Discusses ordinary differential equations, focusing on initial conditions and methods for finding solutions.