Posts tagged do-operator
Interventional what-if analysis using the PyMC do-operator
- 12 August 2023
In the realm of data science and analytics, understanding the causal relationships between variables is paramount. While traditional statistical methods have provided insights into these relationships, the advent of probabilistic programming has ushered in a new era of causal analysis. In this article, we will explore the power of interventional what-if analysis using the PyMC framework, with a special focus on the do-operator.
Interventional distributions and graph mutation with the do-operator
- 12 July 2023
PyMC is a pivotal component of the open source Bayesian statistics ecosystem. It helps solve real problems across a wide range of industries and academic research areas every day. And it has gained this level of utility by being accessible, powerful, and practically useful at solving Bayesian statistical inference problems.