Monte Carlo Methods Courses and Certifications

R Programming for Simulation and Monte Carlo Methods

465 ratings at Udemy

Learn to program statistical applications and Monte Carlo simulations with numerous "real-life" cases and R software.

• Udemy
• 11 hours 42 minutes
• Self-Paced
• Paid Course

Steve Brunton

Monte Carlo Sampling and Bootstrapping in Bayesian Inference

Explore Monte Carlo sampling techniques and bootstrapping methods for Bayesian inference through practical algorithms and coin flip demonstrations.

• YouTube
• 18 minutes
• Self-Paced
• Free Video

Steve Brunton

Bootstrapping and Monte Carlo Sampling in Statistics

Explore Monte Carlo sampling and bootstrapping techniques to estimate parameter errors in statistical problems, including Poisson estimation and normal variance analysis.

• YouTube
• 17 minutes
• Self-Paced
• Free Video

Centrum Fizyki Teoretycznej PAN

A Monte Carlo Method for Stationary Solutions of General-Relativistic Vlasov Systems

Delve into Monte Carlo methods for solving general-relativistic Vlasov equations, exploring particle trajectory analysis and applications in black hole accretion models.

• YouTube
• 1 hour 11 minutes
• Self-Paced
• Free Video

Centre de recherches mathématiques - CRM

Free Lunches and Subsampling Monte Carlo in Bayesian Computation

Delve into the mathematical analysis of MCMC algorithms' performance with large datasets, exploring subsampling methods, their limitations, and potential optimizations in Bayesian computation.

• YouTube
• 57 minutes
• Self-Paced
• Free Video

INI Seminar Room 2

Langevin Monte Carlo Beyond Lipschitz Gradient Continuity

Delve into advanced mathematical concepts of Langevin Monte Carlo methods, exploring extensions beyond traditional Lipschitz gradient continuity constraints in stochastic systems.

• YouTube
• 51 minutes
• Self-Paced
• Free Video

INI Seminar Room 2

Piecewise Deterministic Monte Carlo for Latent Variable Models - A Case Study

Explore the application and challenges of Piecewise Deterministic Monte Carlo methods in latent variable models, focusing on unbiased gradient properties and theoretical developments.

• YouTube
• 49 minutes
• Self-Paced
• Free Video

INI Seminar Room 2

Monte Carlo Guided Diffusion for Bayesian Linear Inverse Problems

Explore advanced Monte Carlo guided diffusion techniques for solving Bayesian linear inverse problems, focusing on mathematical and statistical foundations in data-driven engineering.

• YouTube
• 49 minutes
• Self-Paced
• Free Video

Institut des Hautes Etudes Scientifiques (IHES)

Numerical Simulations of Boundary Critical Phenomena

Explore Monte Carlo studies of critical systems with boundaries, covering O(N) models, extraordinary-log phases, quantum spin chains, and boundary operator expansions in 3D Ising systems.

• YouTube
• 1 hour 7 minutes
• Self-Paced
• Free Video

BIMSA

Computational Phase Transitions in High-Dimensional Sampling

Explore computational phase transitions in high-dimensional sampling through advanced mathematical analysis and algorithmic insights from leading research perspectives.

• YouTube
• 1 hour 2 minutes
• Self-Paced
• Free Video

Codeynamics

Integration by Monte Carlo Method Using Python in Jupyter Notebook

Explore Monte Carlo integration using Python in Jupyter Notebook. Learn to apply this powerful numerical technique for solving complex integrals.

• YouTube
• 11 minutes
• Self-Paced
• Free Video

Prof. Ryan C. Cooper

ME3255 - Quantitative Descriptions on Monte Carlo Models

Explore Monte Carlo models through quantitative descriptions, enhancing understanding of statistical simulation techniques and their applications in engineering and science.

• YouTube
• 25 minutes
• Self-Paced
• Free Video

Prof. Ryan C. Cooper

ME3255 - Building Moore's Prediction and Using Monte Carlo Buckling Analysis

Explore Moore's prediction and Monte Carlo buckling analysis techniques for advanced engineering applications. Enhance structural design skills.

• YouTube
• 28 minutes
• Self-Paced
• Free Video

Prof. Ryan C. Cooper

Monte Carlo Models for Pi Calculation and Buckling Structures - Lecture

Explore Monte Carlo methods for estimating pi and analyzing structural buckling, covering random number generation and statistical analysis techniques.

• YouTube
• 30 minutes
• Self-Paced
• Free Video

Wolfram

LSMC Valuation of Life Insurance Contracts with Surrender Options

Explore the valuation of life insurance surrender options through least-squares Monte Carlo methods, with practical implementation in Mathematica.

• YouTube
• 20 minutes
• Self-Paced
• Free Video