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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
Discrete probability distributions
Simulation
Continuous probability distributions
Video
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3m
The normal distribution
Video
・
6m
The standard normal distribution
Video
・
5m
Understanding z-scores
Reading
・
10m
Random sampling - normal
Video
・
2m
Demo: Spreadsheet simulation - normal
Video
・
3m
Demo: LLM simulation - normal
Video
・
4m
Making decisions with distributions
Video
・
5m
Other distributions
Reading
・
15m
Continuous probability distributions vocabulary
Reading
・
10m
Lesson 3 quiz
Practice Quiz
・
10m
Practice Lab: DJing with data follow up - Part 3
Reading
・
1h20m
Practice Lab: Using an LLM for simulation
Reading with AI Assistant
・
1h20m
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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