Bayesian Networks Courses and Certifications

Time, Change, and Decisions for Marketing

Revolutionize marketing strategies with advanced analytics, optimizing decision-making through Bayesian networks, time series forecasting, and causal modeling for data-driven, adaptive campaigns.

• Coursera
• 22 hours 53 minutes
• On-Demand
• Free Online Course (Audit)

Simons Institute

Mind Over Data - The One Thing You Know and Machines Don't

Explore the intersection of human intuition and machine learning in causal reasoning, examining Bayesian networks, confounding factors, and real-world applications in AI and data analysis.

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

Simons Institute

Introduction to Causal Graphical Models - Graphs, D-Separation, Do-Calculus

Explore causal graphical models, d-separation, and do-calculus. Learn about graphs, Bayesian networks, and instrumental variables for understanding causality in complex systems.

• YouTube
• 1 hour 6 minutes
• On-Demand
• Free Video

International Centre for Theoretical Sciences

Bayesian Networks for Causal Reasoning by Tavpritesh Sethi

Explore advanced Bayesian network techniques for causal reasoning in healthcare, focusing on practical applications and interpretation of complex medical data for improved decision-making.

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

International Centre for Theoretical Sciences

Bayesian Networks for Causal Reasoning II by Tavpritesh Sethi

Explore advanced Bayesian network techniques for causal reasoning in healthcare, focusing on practical applications and interpretation of complex medical data for improved decision-making.

• YouTube
• 1 hour 42 minutes
• On-Demand
• Free Video

International Centre for Theoretical Sciences

Bayesian Networks for Causal Reasoning by Tavpritesh Sethi

Explore advanced Bayesian network techniques for causal reasoning in healthcare, focusing on practical applications and bridging the gap between mathematical modeling and clinical problem-solving.

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

International Centre for Theoretical Sciences

Bayesian Networks for Causal Reasoning - Lecture 1

Introduction to Bayesian networks for causal reasoning in healthcare, exploring their application in analyzing clinical data and inferring patterns to improve patient outcomes and medical decision-making.

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

International Centre for Theoretical Sciences

Some Problems Regarding Bayesian Networks

Exploration of challenges in Bayesian networks, discussing structural properties, dynamics, and applications in probability theory and network science.

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

Center for Language & Speech Processing(CLSP), JHU

Turning Probabilistic Reasoning into Programming - 2003

Explore IBAL, a general-purpose probabilistic modeling language encompassing various representation methods for reasoning under uncertainty.

• YouTube
• 1 hour 10 minutes
• On-Demand
• Free Video

Uncertainty in Artificial Intelligence

Revisiting Bayesian Network Learning with Small Vertex Cover

Explore Bayesian network structure learning with bounded vertex cover, analyzing complexity bounds and hardness results for optimization and counting problems.

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

UofU Data Science

Probabilistic Machine Learning - Lecture 21

Dive into advanced data science concepts through comprehensive lecture coverage of key theoretical and practical aspects in this graduate-level academic session.

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

UofU Data Science

Probabilistic Machine Learning - Lecture 18

Dive into advanced data science concepts through comprehensive lecture coverage of key theoretical frameworks and practical applications in modern computational analysis.

• YouTube
• 1 hour 20 minutes
• On-Demand
• Free Video

UofU Data Science

Probabilistic Machine Learning - Lecture 16

Dive into advanced data science concepts through a comprehensive graduate-level lecture covering key theoretical and practical aspects of modern data analysis and machine learning techniques.

• YouTube
• 1 hour 21 minutes
• On-Demand
• Free Video

UofU Data Science

Probabilistic Machine Learning - Lecture 15

Dive into advanced data science concepts through a comprehensive graduate-level lecture covering key theoretical foundations and practical applications in modern data analysis and machine learning.

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

UofU Data Science

Probabilistic Machine Learning - Lecture 14

Dive into advanced data science concepts through comprehensive lecture coverage of key theoretical and practical aspects in this graduate-level academic session.

• YouTube
• 1 hour 22 minutes
• On-Demand
• Free Video