Statistics for Data Science
This course will cover the fundamental concepts of statistics, such as descriptive statistics, probability, hypothesis testing, and regression analysis. Students will learn how to use statistical methods to analyze data, draw inferences, and make predictions.
Learning Outcomes?
Understand the basic concepts of statistics
Use statistical software to analyze data
Draw inferences from data
Make predictions using data
Communicate the results of statistical analysis
Curriculum
Overview of Course
Central Tendency
Measure of Spread
Sample & Population
Definition
Combinations
Types of Probabilities
Conditional Probability
Bayes Theorm
Probability Distribution
Chapter 1
D
Introduction & Sample Size
Confidence Interval (31:36)
Hypothesis Testing
Statistical Tests
ANOVA
Correlation
Sampling Basics
no curriculum