# Table of Contents

* [Guide to Causal Inference](https://akm5630.gitbook.io/understanding-causal-inference/master)
* [About Us](https://akm5630.gitbook.io/understanding-causal-inference/about-us)
* [Preface](https://akm5630.gitbook.io/understanding-causal-inference/preface)
* [What is Causality?](https://akm5630.gitbook.io/understanding-causal-inference/what-is-causality)
* [Why bother with Causality?](https://akm5630.gitbook.io/understanding-causal-inference/why-bother-with-causality)
* [Origin of Causality](https://akm5630.gitbook.io/understanding-causal-inference/origin-of-causality)
* [Statistical Inference Vs Causal Inference](https://akm5630.gitbook.io/understanding-causal-inference/statistical-inference-vs-causal-inference)
* [Decision-Making](https://akm5630.gitbook.io/understanding-causal-inference/decision-making)
* [Why we need Causality?](https://akm5630.gitbook.io/understanding-causal-inference/why-we-need-causality)
  * [Leaders in the Industry](https://akm5630.gitbook.io/understanding-causal-inference/why-we-need-causality/leaders-in-the-industry)
* [Key Causal Terms and FAQ](https://akm5630.gitbook.io/understanding-causal-inference/key-causal-terms)
* [Assumptions](https://akm5630.gitbook.io/understanding-causal-inference/assumptions)
  * [Causal Assumptions](https://akm5630.gitbook.io/understanding-causal-inference/assumptions/causal-assumptions)
* [Bias](https://akm5630.gitbook.io/understanding-causal-inference/bias)
  * [Selection Bias](https://akm5630.gitbook.io/understanding-causal-inference/bias/selection-bias)
  * [Correlation is not Causation](https://github.com/abhishekdabas31/Causal-Inference-Book/tree/0b5b58da9ed7f4c5b51643969d91cdbdc1d6988d/bias/correlation-is-not-causation.md)
    * [Simpsons Paradox](https://akm5630.gitbook.io/understanding-causal-inference/bias/correlation-is-not-causation/simpsons-paradox)
* [Causal Graphs](https://akm5630.gitbook.io/understanding-causal-inference/causal-graphs)
  * [Structural Causal Model](https://akm5630.gitbook.io/understanding-causal-inference/causal-graphs/structural-causal-model)
  * [do-calculus](https://akm5630.gitbook.io/understanding-causal-inference/causal-graphs/do-calculus)
  * [Graph Theory](https://akm5630.gitbook.io/understanding-causal-inference/causal-graphs/paths)
  * [Build your DAG](https://akm5630.gitbook.io/understanding-causal-inference/causal-graphs/directed-acyclic-graphs)
  * [Testable Implications](https://akm5630.gitbook.io/understanding-causal-inference/causal-graphs/testable-implications)
  * [Limitations of Causal Graphs](https://akm5630.gitbook.io/understanding-causal-inference/causal-graphs/limitations-of-causal-graphs)
  * [Colliders](https://akm5630.gitbook.io/understanding-causal-inference/causal-graphs/colliders)
  * [Mediators](https://akm5630.gitbook.io/understanding-causal-inference/causal-graphs/mediators)
  * [Confounders](https://akm5630.gitbook.io/understanding-causal-inference/causal-graphs/confounders)
  * [Back Door Paths](https://akm5630.gitbook.io/understanding-causal-inference/causal-graphs/back-door-paths)
  * [Front Door Paths](https://akm5630.gitbook.io/understanding-causal-inference/causal-graphs/front-door-paths)
* [Counterfactuals](https://akm5630.gitbook.io/understanding-causal-inference/counterfactuals)
  * [Potential Outcomes Framework](https://akm5630.gitbook.io/understanding-causal-inference/counterfactuals/potential-outcomes-framework)
* [Modeling for Causal Inference](https://akm5630.gitbook.io/understanding-causal-inference/modeling)
  * [Experimental Data](https://akm5630.gitbook.io/understanding-causal-inference/modeling/experimental-data)
    * [Randomization](https://akm5630.gitbook.io/understanding-causal-inference/modeling/experimental-data/randomization)
      * [A/B Testing](https://akm5630.gitbook.io/understanding-causal-inference/modeling/experimental-data/randomization/a-b-testing)
        * [Experiment](https://akm5630.gitbook.io/understanding-causal-inference/modeling/experimental-data/randomization/a-b-testing/a-b-testing-experiment)
  * [Non-Experimental / Observational Data](https://akm5630.gitbook.io/understanding-causal-inference/modeling/observational-data)
    * [Instrumental Variables](https://akm5630.gitbook.io/understanding-causal-inference/modeling/observational-data/instrumental-variables)
    * [Weighting](https://akm5630.gitbook.io/understanding-causal-inference/modeling/observational-data/weighting)
      * [Inverse Propensity Weighting](https://akm5630.gitbook.io/understanding-causal-inference/modeling/observational-data/weighting/inverse-propensity-weighting)
    * [Propensity Score](https://akm5630.gitbook.io/understanding-causal-inference/modeling/observational-data/propensity-score)
    * [Sensitivity Analysis](https://akm5630.gitbook.io/understanding-causal-inference/modeling/observational-data/sensitivity-analysis)
    * [Regression Discontinuity](https://akm5630.gitbook.io/understanding-causal-inference/modeling/observational-data/regression-discontinuity)
    * [Matching](https://akm5630.gitbook.io/understanding-causal-inference/modeling/observational-data/matching)
    * [Stratification](https://akm5630.gitbook.io/understanding-causal-inference/modeling/observational-data/stratification)
      * [Methods](https://akm5630.gitbook.io/understanding-causal-inference/modeling/observational-data/stratification/methods)
      * [Implications](https://akm5630.gitbook.io/understanding-causal-inference/modeling/observational-data/stratification/implication)
* [Tools and Libraries](https://akm5630.gitbook.io/understanding-causal-inference/tools-and-libraries)
  * [DoWhy](https://akm5630.gitbook.io/understanding-causal-inference/tools-and-libraries/dowhy)
    * [Do-Sampler](https://akm5630.gitbook.io/understanding-causal-inference/tools-and-libraries/dowhy/do-sampler)
    * [EconML](https://akm5630.gitbook.io/understanding-causal-inference/tools-and-libraries/dowhy/econml)
    * [Workflow](https://akm5630.gitbook.io/understanding-causal-inference/tools-and-libraries/dowhy/untitled)
  * [Causal Graphical Models](https://akm5630.gitbook.io/understanding-causal-inference/tools-and-libraries/causal-graphical-models)
  * [CausalInference](https://akm5630.gitbook.io/understanding-causal-inference/tools-and-libraries/causalinference)
  * [Dagitty](https://akm5630.gitbook.io/understanding-causal-inference/tools-and-libraries/dagitty)
  * [Other Libraries](https://akm5630.gitbook.io/understanding-causal-inference/tools-and-libraries/other-libraries)
* [Limitations of Causal Inference](https://akm5630.gitbook.io/understanding-causal-inference/limitations-of-causal-inference)
  * [Fundamental Problem of Causal Inference](https://akm5630.gitbook.io/understanding-causal-inference/limitations-of-causal-inference/fundamental-problem-of-causal-inference)
* [Real-World Implementations](https://akm5630.gitbook.io/understanding-causal-inference/implementations)
* [What's Next](https://akm5630.gitbook.io/understanding-causal-inference/references)
* [References](https://akm5630.gitbook.io/understanding-causal-inference/references)