Markov Chains Courses and Certifications

Discrete-Time Markov Chains and Monte Carlo Methods

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
• On-Demand
• Paid Course

Queuing Theory: from Markov Chains to Multi-Server Systems

13 reviews

Learn key mathematical tools necessary to anticipate the performance levels of queueing systems and understand the behavior of other systems that evolve randomly over time.

• edX
• 5 weeks, 3-4 hours a week
• On-Demand
• Free Online Course (Audit)

Probability - The Science of Uncertainty and Data

34 reviews

Build foundational knowledge of data science with this introduction to probabilistic models, including random processes and the basic elements of statistical inference -- Part of the MITx MicroMasters program in Statistics and Data Science.

• edX
• 16 weeks, 10-14 hours a week
• On-Demand
• Free Online Course (Audit)

• Best of All Time

Institute for Advanced Study

Localization Schemes - A Framework for Proving Mixing Bounds for Markov Chains

Explore a unified framework for proving mixing bounds in Markov chains, connecting Spectral Independence and Stochastic Localization techniques through the concept of localization schemes.

• YouTube
• 2 hours 5 minutes
• On-Demand
• Free Video

Neuro Symbolic

Markov Random Fields, Markov Chains, and Markov Logic Networks - Probabilistic Graphical Models Tutorial

1 review

Explore Markov Random Fields, Logic Networks, and Chains. Dive into probabilistic graphical models with Professor Simari, covering key concepts and applications in AI and machine learning.

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

Institute for Mathematical Sciences

Duality and Intertwining in Markov Chains - Lecture 2

Explore advanced Markov chain analysis through embedded processes, intertwining relations, and various dualities. Gain insights into stationarity and extensions to set and measure-valued duals.

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

NPTEL-NOC IITM

The Birth-Death Continuous Time Markov Chains - Lecture 74

Explore continuous time birth-death Markov chains, analyzing expected waiting times and queue lengths in various queueing systems.

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

International Centre for Theoretical Sciences

Path Convergence of Markov Chains on Large Graphs

Explore path convergence of Markov chains on large graphs, examining theoretical aspects and applications in network science, probability theory, and complex systems analysis.

• YouTube
• 1 hour 2 minutes
• On-Demand
• Free Video

Valerio Velardo - The Sound of AI

Markov Chains for Generative Music AI - Lecture 11

Explore Markov chains for generative music AI, covering intuition, formalization, music modeling, pros and cons, and practical applications in melody, rhythm, and dynamics generation.

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

Hausdorff Center for Mathematics

Entropy and Curvature of Markov Chains on Metric Spaces

Explore Markov chains, Wasserstein distance contraction, and relative entropy in metric spaces. Gain insights into the Peres-Tetali conjecture and its applications.

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

International Centre for Theoretical Sciences

Using Markov Chains Before They Mix - Lecture 2

Explore advanced techniques for utilizing Markov chains in computational applications before they reach their mixing time, with insights from cutting-edge research.

• YouTube
• 1 hour 19 minutes
• On-Demand
• Free Video

International Centre for Theoretical Sciences

Using Markov Chains Before They Mix - Lecture 1

Explore advanced techniques for utilizing Markov chains in computational applications before they reach their mixing time, with insights from cutting-edge research.

• YouTube
• 1 hour 34 minutes
• On-Demand
• Free Video

ICTP-SAIFR

Mixing of Quantum-Enhanced Markov Chains

Explore quantum-enhanced Markov chains and their mixing properties through advanced theoretical frameworks and mathematical analysis in this specialized physics lecture.

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

INI Seminar Room 2

Geometric Functional Inequalities for Markov Chains - Mini-Course

Delve into functional-analytic approaches for analyzing Markov processes, exploring geometric inequalities and their applications in both reversible diffusion processes and discrete-time Markov chains.

• YouTube
• 2 hours 3 minutes
• On-Demand
• Free Video

UofU Data Science

Data Mining: Markov Chains for Graphs - Lecture 22

Explore the modeling of graphs as Markov Chains, including concepts of ergodicity, limiting state vectors, and delicate balance in this data mining lecture.

• YouTube
• 1 hour 23 minutes
• On-Demand
• Free Video