Lectures related to Written language

Adsorption Kinetics: Understanding Surface Reactions

Explores adsorption kinetics, desorption effects, NH₃ synthesis, and surface reactions, emphasizing surface equilibrium and competitive adsorption.

Optimization with Constraints: KKT Conditions

Covers the KKT conditions for optimization with constraints, essential for solving constrained optimization problems efficiently.

Linear Algebra: Matrix Operations

Covers matrix operations in linear algebra, including determinants and row operations.

Distributions and Derivatives

Covers distributions, derivatives, convergence, and continuity criteria in function spaces.

Neural networks under SGD

Explores the optimization of neural networks using Stochastic Gradient Descent (SGD) and the concept of dual risk versus empirical risk.

Wave Equations: Vibrating String

Explores the wave equation for a vibrating string and its numerical solution using finite difference formulas and the Newmark scheme in MATLAB/GNU Octave.