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Data Analytics Professional Certificate
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Course 2
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Module 2
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
Randomness and uncertainty
Video
・
3m
Probability and the addition rule
Video
・
3m
The multiplication and complement rules
Video
・
4m
Conditional probability
Video
・
3m
Independence
Video
・
4m
Random variables
Video
・
4m
Coin tosses and dice rolls
Reading
・
15m
Probability vocabulary
Reading
・
10m
Lesson 1 quiz
Practice Quiz
・
10m
Practice Lab: DJing with data follow up - Part 1
Reading
・
1h20m
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
LLMs for hypothesis testing
Graded Quiz
Graded Lab
Lecture Notes (Optional)
Capstone
Course wrap up
Acknowledgments
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