FOUNDATOINS OF BUSINESS ANALYTICS
Module 1: Introduction to Business Analytics & Probability
Business Analytics
Why Analytics
Types of Business Analytics
Random Experiment
Sample Space and Events
Probability Estimation using Relative Frequency
Algebra of Events
Fundamental Concepts of Probability
Axioms of Probability
Joint Probability
Marginal Probability
Independent Events
Conditional Probability
Applications of Simple Probability
Baye's Theorem
Module 2: Theoretical Distributions
Random Variables
Probability Density Function (PDF)
Cumulative Distribution Function (CDF) of a Continuous Random Variable
Binomial Distribution
Poisson Distribution
Normal Distribution
Chi-Square Distribution
Student’s t Distribution
F Distribution