Foundations of Statistical Data Analysis
Learn the basic math and logic rules that make modern data science work. This course turns hard math ideas into real, practical skills you can use every day. You will go beyond just counting numbers. Instead, you will understand why data acts the way it does, learn how to find hidden patterns, and use math to prove your results are correct.
What's included
15
Lessons
7h 29m
Duration
Certificate
What you'll learn
Skills and outcomes you'll walk away with
Introduction to Statistics: Data Types, Measurement Scales & Sampling
Measures of Central Tendency: Mean, Median & Mode
Measures of Dispersion: Range, Variance, Standard Deviation & IQR
Distribution Shape: Skewness, Kurtosis, Percentiles & Quartiles
Normal Distribution, Z-Scores & Standardization
Probability & Probability Distributions
Course curriculum
15 lessons • 7h 29m total
Foundations of Statistical Data Analysis15 lessons
Introduction to Statistics: Data Types, Measurement Scales & Sampling
Measures of Central Tendency: Mean, Median & Mode
Measures of Dispersion: Range, Variance, Standard Deviation & IQR
Distribution Shape: Skewness, Kurtosis, Percentiles & Quartiles
Normal Distribution, Z-Scores & Standardization
Probability & Probability Distributions
Binomial & Poisson Distributions
Central Limit Theorem & Sampling Distributions
Confidence Intervals & Hypothesis Testing
P-Values, T-Tests, ANOVA & Chi-Square Test
Correlation & Covariance
Simple & Multiple Linear Regression
Outliers, Anomaly Detection & Introduction to Bayesian Statistics
Project 1: Exploratory Statistical Analysis of a Real Dataset
Project 2: Hypothesis Testing & Regression Analysis Project
Certification path
Certification exam
45 multiple-choice questions • 70% passing score required
Verified certificate
Earn a verified PDF certificate with unique verification ID upon completion • ₹299
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