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Data and databases

Probability & Statistics

The planned outline of 15 modules. Lessons are written, run and reviewed before they are published.

Coming soon 15 modules

Coming soon. This track is being written. Below is its planned outline: a lesson appears here once its examples have been run and its technical review is signed off.

Planned outline

  1. Module 1

    Statistical thinking, data and the toolkit

    Coming soon
  2. Module 2

    Describing data

    Coming soon
  3. Module 3

    Probability

    Coming soon
  4. Module 4

    Random variables and distributions

    Coming soon
  5. Module 5

    Joint distributions, conditional expectation and limit theorems

    Coming soon
  6. Module 6

    Estimation and confidence intervals

    Coming soon
  7. Module 7

    Hypothesis testing

    Coming soon
  8. Module 8

    ANOVA, regression and linear models

    Coming soon
  9. Module 9

    Bayesian statistics

    Coming soon
  10. Module 10

    A/B testing and online experiments

    Coming soon
  11. Module 11

    Causal inference: confounding, DAGs and adjustment

    Coming soon
  12. Module 12

    Quasi-experiments: DiD, IV, RDD and synthetic control

    Coming soon
  13. Module 13

    Statistics for machine learning and data science

    Coming soon
  14. Module 14

    Time series: ARIMA, exponential smoothing and forecasts

    Coming soon
  15. Module 15

    GATE DA probability and statistics

    India-specific Coming soon

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Official documentation

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