Fokker Planck Equation Courses and Certifications

Inside Livermore Lab

Fokker-Planck-Inverse Reinforcement Learning

Explore Fokker-Planck-Inverse Reinforcement Learning for revealing agent behavior rationale. Learn about a novel physics-aware algorithm inferring transition and reward functions from observed trajectories.

• YouTube
• 1 hour 5 minutes
• On-Demand
• Free Video

Institut Henri Poincaré

Fokker-Planck Equations of Neuron Networks: Understanding Time Periodic Solutions

Explore Fokker-Planck equations in neuron networks, focusing on time periodic solutions and their implications for neural dynamics.

• YouTube
• 25 minutes
• On-Demand
• Free Video

Advanced statistical physics

We explore statistical physics in both classical and open quantum systems. Additionally, we will cover probabilistic data analysis that is extremely useful in many applications.

• edX
• 10 weeks, 3-5 hours a week
• On-Demand
• Free Online Course (Audit)

Instituto de Matemática Pura e Aplicada

Variational Formulations of Fokker-Planck Equations: Theory and Applications to Stability - Lecture 1

Explore variational formulations of Fokker-Planck equations, focusing on theory and applications to stability. Gain insights into advanced mathematical concepts at the doctorate level.

• YouTube
• 1 hour 14 minutes
• On-Demand
• Free Video

Centre International de Rencontres Mathématiques

Spectral Properties of Levy Fokker-Planck Equations

Explore spectral properties of Levy Fokker-Planck equations in this mathematical conference talk by Maria del Mar González at CIRM.

• YouTube
• 44 minutes
• On-Demand
• Free Video

NPTEL;  IIT Bombay

Modeling Stochastic phenomena for Engineering applications: Part-1

Explore stochastic processes in engineering, from random walks to Brownian motion. Learn to model and analyze probabilistic systems, with applications in various fields including chemical reactions, eco-dynamics, and market fluctuations.

• Swayam
• 12 weeks
• On-Demand
• Free Online Course

NPTEL;  IIT Madras

Physics - Nonequilibrium Statistical Mechanics

Explore advanced concepts in nonequilibrium statistical mechanics, including Langevin models, linear response theory, Fokker-Planck equations, and critical phenomena, with practical applications and quizzes.

• YouTube
• 1 day 9 hours
• On-Demand
• Free Video

ICTP Mathematics

Nonlocal Partial Differential Equations and Applications to Geometry, Physics and Probability

Explore advanced mathematical techniques in nonlocal partial differential equations with applications spanning plasma physics, geometry, and probability theory.

• YouTube
• 1 day 14 hours 4 minutes
• On-Demand
• Free Video

International Centre for Theoretical Sciences

Introduction to Stochastic Modeling in Evolution - Lecture 1

Explore stochastic modeling in evolution, covering heritability, Mendel's experiments, neutral evolution, random genetic drift, and fixation probability through lectures and experiments.

• YouTube
• 1 hour 41 minutes
• On-Demand
• Free Video

Valence Labs

Stochastic Interpolants: A Unifying Framework for Flows and Diffusions - Lecture

Explore a unified framework for generative models, bridging flow-based and diffusion-based methods using stochastic interpolants. Learn about probability flow equations, likelihood estimation, and applications in AI for drug discovery.

• YouTube
• 1 hour 40 minutes
• On-Demand
• Free Video

Valence Labs

An Optimal Control Perspective on Diffusion-Based Generative Modeling

Explore optimal control theory's connection to diffusion-based generative modeling. Gain insights into stochastic differential equations, Hamilton-Jacobi-Bellman equations, and novel sampling methods for unnormalized densities.

• YouTube
• 1 hour 11 minutes
• On-Demand
• Free Video

Hausdorff Center for Mathematics

Kinetic Theory of Social Phenomena I

Explore statistical mechanics of multi-agent systems to explain distributions in human activities, focusing on skewed distributions in economics and social sciences.

• YouTube
• 1 hour 1 minute
• On-Demand
• Free Video

Hausdorff Center for Mathematics

Entropy Techniques for Nonlinear Partial Differential Equations - A Few Examples

Explore entropy techniques for nonlinear PDEs, focusing on Fokker-Planck equations. Learn applications in polymeric fluids, molecular dynamics, and high-dimensional algorithms.

• YouTube
• 1 hour 5 minutes
• On-Demand
• Free Video

ICTP Mathematics

Entropy Method for Hypocoercive BGK and Fokker-Planck Equations

Explore entropy methods for hypocoercive equations, focusing on BGK and Fokker-Planck models. Learn about decay rates, auxiliary functionals, and regularization techniques in non-symmetric systems.

• YouTube
• 1 hour 7 minutes
• On-Demand
• Free Video

Institute for Pure & Applied Mathematics (IPAM)

Conservative Adaptive Rank Integrators for Nonlinear Kinetic Models

Explore low-rank time integrators for PDEs, including explicit and implicit schemes, with applications to Vlasov, heat, Fokker-Planck, and advection-diffusion equations.

• YouTube
• 49 minutes
• On-Demand
• Free Video