Monte Carlo Methods Courses and Certifications

Coursera

Simulate with Monte Carlo

Master Monte Carlo simulation techniques to quantify risk and forecast outcomes, building robust models for ROI analysis and sensitivity testing using Python and Excel.

• Coursera
• 3 hours 13 minutes
• Self-Paced
• Paid Course

Coursera

Forecast Financials with Monte Carlo Mastery

Master Monte Carlo simulation to transform financial forecasting from single-point estimates to probabilistic analysis, quantifying risk and uncertainty in Excel.

• Coursera
• 2 hours 33 minutes
• Self-Paced
• Paid Course

EDUCBA

Analyze & Manage Counterparty Credit Risk

Master counterparty credit risk analysis by evaluating derivative exposures, applying CVA adjustments, modeling Monte Carlo simulations, and interpreting Basel regulatory frameworks for real-world financial risk management.

• Coursera
• 21 hours
• Self-Paced
• Paid Course

Discrete-Time Markov Chains and Monte Carlo Methods

12 ratings at Coursera

Explore discrete-time Markov chains, Monte Carlo methods, and their applications in AI, reinforcement learning, and stochastic simulation with mathematical rigor.

• Coursera
• 1 day 8 hours 32 minutes
• Self-Paced
• Paid Course

Introduction to Spreadsheets and Models

6 ratings

Learn essential spreadsheet skills for data analysis and modeling. Master formulas, functions, and tools to create powerful business models and make informed decisions.

• Coursera
• 7 hours 59 minutes
• Self-Paced
• Paid Course

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

Credential

Data Science Analyst Certificate Program

1066 ratings at Corporate Finance Institute

Gain practical experience with complex datasets and predictive machine learning models

• Corporate Finance Institute
• 1 day 6 hours
• Self-Paced
• Paid Course

Churchill CompSci Talks

How Slot Machines Are Advancing the State of the Art in Computer Go AI

Explore Monte Carlo Tree Search in computer Go AI, covering its advantages, UCB1 strategy, and recent refinements like AMAF/RAVE, with insights into ongoing research topics.

• YouTube
• 46 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

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

International Centre for Theoretical Sciences

The Power of Sampling by Peter W. Glynn

Explore sampling methods in statistics, computation, and engineering. Learn about their history, applications, and advantages in overcoming dimensional challenges and creating scalable algorithms.

• YouTube
• 1 hour 29 minutes
• Self-Paced
• Free Video

Applied Algebraic Topology Network

Exchanging Replicas with Unequal Cost, Infinitely and Permanently

Innovative replica exchange method for parallel simulations with varying computational costs, enhancing efficiency in Monte Carlo algorithms and path sampling techniques.

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

International Centre for Theoretical Sciences

Mean-Field Games Stochastic Differential Mean-Field Games by Kavita Ramanan

Explore stochastic differential mean-field games in this advanced lecture, delving into mathematical models for large-scale strategic interactions and their applications in various complex systems.

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

International Centre for Theoretical Sciences

Modified Logarithmic Sobolev Inequalities - Theory

Explore modified logarithmic Sobolev inequalities in this theoretical lecture by Prasad Tetali, part of a program on advances in applied probability covering high-dimensional computation and limit theorems.

• YouTube
• 1 hour
• 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