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Category: Probability Theory

Data Science / Probability Theory

Basics of Bayesian Inference

kindsonthegeniusby kindsonthegeniusMay 14, 2019September 10, 20200

Bayesian Inference is simply a way of making statistical inference by applying Bayes’ Theorem. Assuming there is a particular hypothesis H. Let the probability of …

Data Science / Machine Learning 101 / Probability Theory

Machine Learning 101 – What is Probability Density?

kindsonthegeniusby kindsonthegeniusApril 15, 2019September 10, 20200

By now, you probably understand probability as well as probability theory. You also know about the Sum Rule and Product Rule. Then  you also understand …

Data Science / Machine Learning / Machine Learning 101 / Probability Theory / Probability Theory

Machine Learning 101 – Introduction to Probability Theory

kindsonthegeniusby kindsonthegeniusApril 11, 2019September 10, 20202

As you already know, one of the four basic theories of Machine Learning is the Probability Theory. Or simply, Probability.  And this is one challenge …

Computer Science / Probability Theory

Conditional Probability – Application of Bayes’s Rule

kindsonthegeniusby kindsonthegeniusMarch 28, 2019September 10, 20201

In the previous lesson(Introduction to Bayes’ Rule), we saw how Bayes’ Rule can be applied to medical diagnosis. So in this chapter, we would see …

Computer Science / Data Science / Probability Theory

Conditional Probability – Introduction to Bayes’ Rule

kindsonthegeniusby kindsonthegeniusMarch 28, 2019September 10, 20201

Bayes Rule is based on Conditional Probability which we have been discussing in the previous 3 lessons. Conditional Probability – Basics Conditional Probability – Multiplication …

Computer Science / Data Science / Probability Theory

Conditional Probability – Multiplication Law

kindsonthegeniusby kindsonthegeniusMarch 26, 2019September 9, 20202

In this short lesson we would understand how to use the Multiplication Law in Conditional Probability. You may want to review Basics of Conditional Probability. …

Computer Science / Data Science / Probability Theory

Conditional Probability – Basics

kindsonthegeniusby kindsonthegeniusMarch 25, 2019September 10, 20203

I assume you have a basic knowledge of Probability. For example, if there a 3 red ball and 2 blue balls in a bag and …

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