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 …
Master Dimensionality Reduction with these 5 Must-Know Applications of Singular Value Decomposition (SVD) in Data Science
Overview Singular Value Decomposition (SVD) is a common dimensionality reduction technique in data science We will discuss 5 must-know applications of SVD here and …
10 Powerful Applications of Linear Algebra in Data Science (with Multiple Resources)
Overview Linear algebra powers various and diverse data science algorithms and applications Here, we present 10 such applications where linear algebra will help you …
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, …
Statistics for Data Science: Introduction to t-test and its Different Types (with Implementation in R)
Introduction “You can’t prove a hypothesis; you can only improve or disprove it.” – Christopher Monckton Every day we find ourselves testing new ideas, …
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 …
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 …
A comprehensive beginners guide to Linear Algebra for Data Scientists
Introduction One of the most common questions we get on Analytics Vidhya is, How much maths do I need to learn to be a …
TensorFlow 101: Understanding Tensors and Graphs to get you started in Deep Learning
Introduction TensorFlow is one of the most popular libraries in Deep Learning. When I started with TensorFlow it felt like an alien language. But …
