Course Information

Course Name	Turkish	Veri Bilimleri için Olasılık ve İstatistik
	English	Prob.& Stat. for Data Science
Course Code	YZV 231E	Credit	Lecture (hour/week)	Recitation (hour/week)	Laboratory (hour/week)
Semester	-	4	3	1	-
Course Language		English
Course Coordinator		Murat Okatan
Course Objectives		Understanding the fundamentals of Probability and Statistics. Probability Theory, Random variables, Continuous and Discrete Random Variables, Distributions, Limit Theorems, Statistical Analysis, Applications.
Course Description		Sample Space and Probability, Probabilistic Models, Bayes Theorem, Independence, Discrete Random Variables, Mean and Variance, Continuous Random Variables, Probability Distributions, Normal Random Variables, Covariance and Correlation, Markov and Chebyshev Inequalities, Large Number Theorem, Central Limit Theorem, Random Processes, Markov Chains, Bayesian and Frequentist Statistics, Hypothesis Testing, Parameter Estimation, Linear Models, Least Squares Analysis, Applications in Data Science.
Course Outcomes
Pre-requisite(s)
Required Facilities
Other
Textbook
Other References