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In this class, students will learn the fundamentals of statistical inference. Students will receive a broad overview of the goals, assumptions and modes of performing statistical inference. Students will be able to perform inferential tasks in highly targeted settings and will be able to use the skills developed as a roadmap for more complex inferential challenges.

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English

English [CC]

FREE

Description

Schedule

The course is taught via 13 lectures
    1. Introduction
    2. Probability
    3. Conditional Probability
    4. Expectations
    5. Variance
    6. Common Distributions
    7. Asymptotics
    8. T confidence intervals
    9. Hypothesis testing
    10. P-values
    11. Power
    12. Multiple Testing
    13. Resampling

Course content

    • Introduction to Inference and Motivating Examples 01:00:00
    • Probability 01:00:00
    • Conditional Probability 01:00:00
    • Expectations 01:00:00
    • Variability 01:00:00
    • Common Distributions 01:00:00
    • Asymptotics 01:00:00
    • T Confidence Intervals 01:00:00
    • p-Values 01:00:00
    • Power 01:05:00
    • Multiple Comparisons 01:05:00
    • Resampling 01:00:00

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