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Category: Machine Learning

Data Science / Machine Learning / PCA and Dimensionality Reduction

Principal Components Analysis(PCA) in Python – Step by Step

kindsonthegeniusby kindsonthegeniusJanuary 12, 2019September 10, 20208

In this simple tutorial, we are going to learn how to perform Principal Components Analysis in Python.  This tutorial would be completed using Jupyter Notebook. …

Data Science / Machine Learning

Basics of Genetic Algorithm – GA (Explained in Simple Terms)

kindsonthegeniusby kindsonthegeniusDecember 14, 2018September 10, 20200

We would examine the basics of Genetic Algorithm and dive a little deeper into the actual steps in genetics algorithm. I will try to be …

Data Science / Machine Learning / PCA and Dimensionality Reduction

Introduction to Higher Order Singular Value Decomposition (HOSVD)

kindsonthegeniusby kindsonthegeniusDecember 13, 2018September 10, 20200

I would start with a brief review of SVD and then gradually ease into Higher Order SVD.  As usual, I would try to make it …

Data Science / Machine Learning / PCA and Dimensionality Reduction

Singular Value Decomposition(SVD) – A Dimensionality Reduction Technique

kindsonthegeniusby kindsonthegeniusDecember 6, 2018September 10, 20201

Singular Value Decomposition (SVD) is a dimensionality reduction technique similar to PCA but more effective than PCA. It is considered as factorization of a data …

Data Science / Machine Learning / PCA and Dimensionality Reduction

PCA Tutorial 2 – How to Perform Principal Components Analysis (PCA)

kindsonthegeniusby kindsonthegeniusDecember 6, 2018September 10, 20202

Now you know some theories about Principal Components Analysis (PCA) and now we are going to go through how to actually perform it. Next we …

Data Science / Machine Learning / PCA and Dimensionality Reduction

PCA Tutorial 1 – Introduction to PCA and Dimensionality Reduction

kindsonthegeniusby kindsonthegeniusDecember 4, 2018September 10, 20206

PCA is one of the concepts that many find a bit tough to grasp. I had the same issue, but now I figure out a …

Classification / Data Science / Machine Learning

Support Vector Machines in Machine Learning ( A Simple Tutorial)

kindsonthegeniusby kindsonthegeniusDecember 3, 2018September 10, 20201

Just as you know, I would try to explain Support Vector Machines (SVM)  in a vary simple and clear way. I know many find it …

Data Science / Machine Learning / Regression

Simple Linear Regression in Machine Learning (A Simple Tutorial)

kindsonthegeniusby kindsonthegeniusDecember 3, 2018September 10, 20203

In this tutorial we would cover Simple Linear Regression in a very easy-to-understand way. We are assuming you don’t have much knowledge of Machine Learning …

Data Science / Machine Learning

Classification in Machine Learning (A Simple Tutorial for Beginners)

kindsonthegeniusby kindsonthegeniusDecember 2, 2018September 10, 20201

In this article, we would explain the concept of classification in a very clear and easy to understand manner. We would cover the following: Introduction …

Machine Learning

10 Machine Learning Project (Thesis) Topics for 2020

kindsonthegeniusby kindsonthegeniusNovember 29, 2018September 10, 20202

Are you looking for some interesting project ideas for your thesis, project or dissertation? Then be sure that a machine learning topic would be a …

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