Probability and Statistics

Part 1: Demystifying the Uncertainty
Part 1: Demystifying the …

A common question for aspiring practitioners is how Machine Learning (ML) and
Artificial Intelligence intersect with the foundational pillars of Probability and Statistics.
While many experts emphasize that mastering these mathematical disciplines is
non-negotiable for data science excellence, the …

Part 2: The Foundations of Random Variables
Part 2: The Foundations …

In the first part we have seen how to represent the uncertainty around events and attach numerical values to quantify their likelihood mathematically which is called Probability. In this article, we are going to deep dive into the realm of Random Variables by navigating through the abstraction of …

Part 3: Multivariate Foundations to Explore Interconnections
Part 3: Multivariate …

In the previous two parts we have dealt with Probability and fundamentals of Random Variables. We have understood how random variables abstract the physical events and map them into real numbers with associated probability. We have mainly discussed individual random variables each of which …