Lecture 09: Probability, Bayes’ Rule & Bayesian Networks in Python
Muhammad Farooq, Ph.D.
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Lecture 09: Probability, Bayes’ Rule & Bayesian Networks in Python
501 просмотр · 2 недели назад
Muhammad Farooq, Ph.D.
1,24 тыс. подписчиков
501 просмотр · 2 недели назад
Lecture 09 of Artificial Intelligence covers Uncertainty and Probability, an essential topic in AI for reasoning with incomplete and uncertain information.
In this lecture, we cover:
• Probability and possible worlds
• Joint Probability
• Conditional Probability
• Independence
• Random Variables
• Probability Distributions
• Bayes’ Rule
• Bayesian Networks
• Probabilistic Inference
• Implementing Bayesian Networks in Python
The lecture includes simple examples and Python implementation to help understand how probability is used in Artificial Intelligence.
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