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Data Analytics Professional Certificate
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Course 2
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Module 4
Syllabus
Courses
Course Syllabus
Applied Statistics for Data Analytics
Module 1: Foundational statistical techniques
Introduction
Populations & sampling
Central tendency
Variability & skewness
Correlation
Segmentation
Graded Quiz
Graded Lab
Lecture Notes (Optional)
Module 2: Probability and simulation
Introduction
Fundamentals of probability
Discrete probability distributions
Simulation
Graded Quiz
Graded Lab
Lecture Notes (Optional)
Module 3: Confidence intervals
Introduction
Inferential statistics
Confidence intervals for means
Confidence intervals for proportions
LLMs for confidence intervals
Graded Quiz
Graded Lab
Lecture Notes (Optional)
Module 4: Hypothesis testing
Introduction
Hypothesis testing for means
Other hypothesis tests
Hypothesis testing for proportions
Video
・
5m
Demo: Hypothesis testing for proportions
Video
・
3m
Two sample tests
Video
・
6m
Other hypothesis tests
Video
・
3m
Explaining Statistical Inference
Reading
・
15m
Lesson 2 quiz
Practice Quiz
・
5m
Practice Lab: Human sleep patterns and stress - Part 4
Reading
・
1h20m
LLMs for hypothesis testing
Graded Quiz
Graded Lab
Lecture Notes (Optional)
Capstone
Course wrap up
Acknowledgments
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