Lectures related to Metropolis-Hastings Algorithm

Numerical Methods for Boundary Value Problems

Covers numerical methods for solving boundary value problems using finite difference, FFT, and finite element methods.

Statistical Physics: Spin Glasses & Optimization

Explores the Curie-Weiss model, spin glasses, and optimization problems in statistical physics.

Scaling & Renormalization in Statistical Mechanics

Explores scaling and renormalization in statistical mechanics, emphasizing critical points and invariant properties.

Numerical Methods: Boundary Value Problems

Covers numerical methods for solving boundary value problems using Crank-Nicolson and FFT.

Python Lists: Manipulation and Comprehension

Covers Python list manipulation and comprehension, emphasizing memory representation and mutability.

Functions in Python

Introduces functions in Python, covering predefined and user-defined functions, formal and effective parameters, and the importance of docstrings.

Numerical Analysis: Introduction to Computational Methods

Covers the basics of numerical analysis and computational methods using Python, focusing on algorithms and practical applications in mathematics.

Quantum Jump: Theory and Algorithms

Explores the theory of quantum jumps in open quantum systems and their simulation.

Cavity Method: Mean Field Theory

Explores the Cavity Method in Mean Field Theory, analyzing spins in an external field within a graph.

Heat Equation in 1D: Chapter 12

Explores the heat equation in 1D, emphasizing conservation of thermal energy and numerical solution methods.

MATLAB Essentials: Functions and Variables

Covers essential MATLAB functions, variables, loops, and debugging tools.

Complex Reactions: Kinetics and Approximations

Covers complex reactions, rate laws, differential equations, and steady-state approximation for parallel reactions.

Data Science Visualization with Pandas Log in to Mediaspace to watch this video

Covers data manipulation and exploration using Python with a focus on visualization techniques.

Structures and Mechanisms: Opening a Box Log in to Mediaspace to watch this video

Explores the analysis of structures and mechanisms through a sample problem of opening a box with a string-held lid.

Numerical Integration Methods Log in to Mediaspace to watch this video

Explores numerical integration methods and their application in solving differential equations and simulating physical systems.

Numerical Methods: Differential Equations Log in to Mediaspace to watch this video

Covers the application of numerical methods to solve differential equations using MATLAB.

Turbulence: Numerical Flow Simulation Log in to Mediaspace to watch this video

Explores turbulence characteristics, simulation methods, and modeling challenges, providing guidelines for choosing and validating turbulence models.

Introduction to MATLAB Tools and Installation Log in to Mediaspace to watch this video

Covers the introduction to MATLAB tools and provides installation instructions for Thermodynamics-based Flux Analysis, including pre-requirements like GIT and CPLEX.

Numerical Methods for Physics: Iterative Solutions and Mesh Convergence Log in to Mediaspace to watch this video

Explores finite differences for solving linear systems from PDEs iteratively, emphasizing convergence criteria and exercises on singularities.

Differential Equations: Speed Variation Analysis Log in to Mediaspace to watch this video

Covers the analysis of speed variation using differential equations and small time intervals.