Course curriculum

  • 1

    Welcome to Course

    • A message from Woody Lewenstein (Your instructor)
  • 2

    Recordings: Live Sessions

    • Resources
    • RECORDING (OF LIVE SESSIONS) - Week 4 - Session 01 (September 19,2022)
    • RECORDING (OF LIVE SESSIONS) - Week 4 - Session 02 (September 20,2022)
    • RECORDING (OF LIVE SESSIONS) - Week 4 - Session 03 (September 21,2022)
    • RECORDING (OF LIVE SESSIONS) - Week 4 - Office Hours (September 22,2022)
  • 3

    Module 1: Descriptive Statistics

    • Segment - 01 - Mean
    • Quiz - 01 - Mean
    • Segment - 02 - Median
    • Quiz - 02 - Median
    • Segment - 03 -Mode
    • Quiz - 03 - Mode
    • Segment - 04 - Comparing Averages
    • Quiz - 04 - Comparing Averages
    • Segment - 05 -Quantiles, Range and IQR
    • Quiz - 05 - Quantiles, Range and IQR
    • Segment - 06 - Standard Deviation and Variance
    • Quiz - 06 - Standard Deviation
    • Segment - 07 - Coefficient of Variation
    • Quiz - 07 - Coefficient of Variation
    • Segment - 08 - Skew
    • Quiz - 08 - Skew
    • Segment - 09 - Kurtosis
    • Segment - 10 - Correlation
  • 4

    Module 2: Bayesian Statistics

    • Segment - 12 - Bayesian vs Frequentist Models
    • Segment - 13 - Conditional Probability Introduction
    • Segment - 14 - Conditional Probability with Venn Diagrams
    • Segment - 15 - Conditional Probability with Tree Diagrams
    • Segment - 16 - Tree Diagram Example
    • Segment - 17 -Conditional Probability with Normal Distributions
    • Segment - 18 - Counterintuitive Results
    • Segment - 19 - Developing Bayes' Theorem part 1
    • Segment - 10 -Developing Bayes' Theorems part 2
    • Segment - 21 - Thomas Bayes' Puzzle
    • Segment - 22 - The Bayesian Response
    • Segment - 23 - Simulating Bayes' Puzzle in Excel
    • Segment - 24 - Module Summary
  • 5

    Module 3: Distributions and Hypothesis Tests

    • Segment - 25 - Normal Distribution Properties
    • Segment - 26 - Normal Distribution Calculations
    • Segment - 27 - Normal Distributions Inverse
    • Segment - 28 - Normal Distribution Z Scores
    • Segment - 29 - Expected Value
    • Segment - 30 - Law of Large Numbers
    • Segment - 31 - Central Limit Theorem
    • Segment - 32 - CLT Limitations
    • Segment - 30 - Hypothesis Tests
    • Segment - 34 - Two-Tailed Tests
    • Segment - 35 - Type I and Type II Errors
    • Segment - 36 - Bivariate Data