Home Archive by Category "Probability"

# Probability

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### Game Theory 101: Decision Making in a Competitive Scenario using Normal Form Games

Overview Game Theory can be incredibly helpful for decision making in competitive scenarios Understand the concept of Normal Form Games in the context of …

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### Mathematics behind Machine Learning – The Core Concepts you Need to Know

Overview Here’s an intuitive and beginner friendly guide to the mathematics behind machine learning Learn the various math concepts required for machine learning, including …

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### A Data Scientist’s Guide to 8 Types of Sampling Techniques

Overview Sampling is a popular statistical concept – learn how it works in this article We will also talk about eight different types of …

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### An Introduction to the Powerful Bayes’ Theorem for Data Science Professionals

Overview Bayes’ Theorem is one of the most powerful concepts in statistics – a must-know for data science professionals Get acquainted with Bayes’ Theorem, …

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### Statistics for Data Science: Introduction to the Central Limit Theorem (with implementation in R)

What is the central limit theorem? What are it’s applications? And how can you implement the central limit theorem in R? Find out in this article!

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### 6 Common Probability Distributions every data science professional should know

Introduction Welcome to the world of Probability in Data Science! Let me start things off with an intuitive example. Suppose you are a teacher …

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### 6 Easy Steps to Learn Naive Bayes Algorithm with codes in Python and R

Note: This article was originally published on Sep 13th, 2015 and updated on Sept 11th, 2017 Overview Understand one of the most popular and …

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### Bayesian Statistics explained to Beginners in Simple English

Overview The drawbacks of frequentist statistics lead to the need for Bayesian Statistics Discover Bayesian Statistics and Bayesian Inference There are various methods to …