Markov Chains Courses and Certifications

Algorithmic Composition - Markov Chains and Music21 Chord Analysis - Class 23

Explore algorithmic composition techniques using Markov chains and Music21's Chord and Roman Numeral tools for computational music creation.

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

Erwin Schrödinger International Institute for Mathematics and Physics (ESI)

Singularity of Stationary Measures in Markov Chains

Explore stationary measures of compound Markov chains, focusing on examples using boundary processes of random walks on the modular group PSL(2,Z) and related classical constructions.

• YouTube
• 1 hour 3 minutes
• On-Demand
• Free Video

Confreaks

LabVIEW Autocomplete - Converting Block Diagrams to Directed Graphs and Markov Chains

Discover how to build LabVIEW autocomplete using directed graphs and Markov chains to predict code blocks, with live demos and practical implementation insights.

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

Valerio Velardo - The Sound of AI

Melody Generation with Markov Chains - Generative Music AI

Implement a Markov chain in Python to generate melodies, exploring the MarkovChainMelodyGenerator class, training process, and generation methods for AI-driven music creation.

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

Unsupervised Machine Learning Hidden Markov Models in Python

4396 ratings at Udemy

HMMs for stock price analysis, language modeling, web analytics, biology, and PageRank.

• Udemy
• 9 hours 48 minutes
• On-Demand
• Paid Course

Machine Learning for Data Analysis: Unsupervised Learning

1562 ratings at Udemy

Machine Learning made simple with Excel! Unsupervised learning topics for advanced data analysis & business intelligence

• Udemy
• 2 hours
• On-Demand
• Paid Course

Linear Algebra: Matrix Algebra, Determinants, & Eigenvectors

76 ratings at Coursera

Develop matrix algebra techniques, study determinants, and explore eigenvectors to analyze linear transformations. Apply concepts to Markov chains and Google PageRank algorithm.

• Coursera
• 14 hours 53 minutes
• On-Demand
• Paid Course

Advanced Probability and Statistical Methods

Master advanced probability concepts through joint distributions, statistical testing, and Markov chains, building expertise in data analysis and statistical inference for real-world applications.

• Coursera
• 1 day 23 hours 46 minutes
• On-Demand
• Paid Course

Advanced Neural Network Techniques

Master advanced neural network architectures including RNNs, Autoencoders, GANs, and Deep Reinforcement Learning through hands-on projects and real-world applications, from mathematical foundations to practical implementation.

• Coursera
• 10 hours 48 minutes
• On-Demand
• Paid Course

Data Science Decisions in Time: Using Data Effectively

Learn to make optimal decisions using data streams, from simple to complex, covering Wald's model, Thompson sampling, change points, Markov chains, and Markov decision processes for effective data analysis and decision-making.

• Coursera
• 1 day 1 hour 10 minutes
• On-Demand
• Paid Course

Microcredential

Foundations of Probability and Statistics

345 ratings at Coursera

Master probability, statistics, and stochastic processes with direct applications to data science and AI through three comprehensive mathematical foundations.

• Coursera
• 12 weeks, 10 hours a week
• On-Demand
• Paid Course
• 3 courses

IIT Guwahati;  NPTEL

Discrete-time Markov Chains and Poisson Processes

Explore discrete-time Markov chains and Poisson processes, covering fundamental concepts, limiting probabilities, and practical applications in stochastic modeling for science and engineering.

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

Probabilistic Systems Analysis and Applied Probability

A course on the modeling and analysis of random phenomena and processes, including the basics of statistical inference.

• MIT OpenCourseWare
• 21 hours
• On-Demand
• Free Video

Instituto de Matemática Pura e Aplicada

Mestrado: Cadeia de Markov - Aula 01

Explore conceitos fundamentais de Cadeias de Markov em nível de mestrado, abordando teoria e aplicações em pesquisas recentes na área de matemática pura e aplicada.

• YouTube
• 1 hour 48 minutes
• On-Demand
• Free Video

Instituto de Matemática Pura e Aplicada

Cadeias de Markov e Tempos de Mistura (2025)

Domine conceitos fundamentais e aplicações avançadas de Cadeias de Markov através de teoria rigorosa e exemplos práticos em probabilidade e álgebra linear.

• YouTube
• 1 day 12 hours 35 minutes
• On-Demand
• Free Video