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Fundamentals of Probability and Statistical Distributions for Data Modeling
Course Overview - Machine Learning Fundamentals
01 Course Overview (13:46)
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Probability and Statistics for Machine Learning
01 Probability And Information Theory Overview (5:15)
02 Combinatorics For Probability (8:44)
03 Law Of Large Numbers (10:38)
04 Calculate Center Of Distribution (7:40)
Distributions in Machine Learning
01 Uniform Distribution (5:25)
02 Gaussian Distribution (3:45)
03 Log-Normal Distribution (3:28)
04 Exponential Distribution (3:04)
05 Laplace Distribution (1:54)
06 Binomial Distribution (9:05)
07 Multinomial Distribution (3:59)
08 Poisson Distribution (4:21)
Machine Learning Optimization
01 Calculate Error Of Machine Learning Model (8:44)
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04 Exponential Distribution
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