Mastering Probability for ML: Joint | Marginal | Conditional Probability and Bayes' Theorem
Dive into the fascinating world of probabilities with this comprehensive guide. This video takes an in-depth look at crucial concepts like Joint Probability, Marginal Probability, Conditional Probability, and Bayes' Theorem, which form the bedrock of advanced statistical analysis and machine learning.
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⌚Time Stamps⌚
00:00:00 - Session start
00:01:29 - Recap of the previous class
00:03:35 - Venn Diagrams in Probability
00:12:12 - Contingency tables in Probability
00:17:49 - Joint Probability
00:27:44 - Marginal Probability
00:35:46 - Conditional Probability
00:56:10 - Intuition of Conditional Probability Formula
01:00:14 - Independent vs. Dependent vs. Mutually Exclusive Events
01:08:04 - Bayes Theorem
✨ Hashtags✨
#ProbabilityForML #EasyLearning #BayesTheoremExplained #MachineLearningBasics #ProbabilitySimplified
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