Data Preprocessing
Clean and prepared data is a major factor in increasing the efficiency of any Machine Learning model. Data preprocessing allows one to convert any raw data into usable data while also filtering out unnecessary data or dimensions.
Data Preprocessing - Introduction
By Arun Nawani
● Published At Dec 2021
In this blog, we’ll discuss the data preprocessing phase in model building in detail. ... Keep reading ..
Feature Scaling
By Toohina Barua
● Published At Dec 2021
The objective of this blog is to understand the theoretical and practical implementation of feature scaling. ... Keep reading ..
Label Encoding of Dataset
By Arun Nawani
● Published At Jan 2022
This blog thoroughly covers a popular data encoding technique- Label encoding... Keep reading ..
One-hot encoding
By Arun Nawani
● Published At Jan 2022
In this blog we’ll learn and implement a very popular categorical data encoding technique known as One-hot encoding.... Keep reading ..
Normalisation vs. Standardisation
By Tashmit
● Published At Dec 2021
This article highlights the difference between Normalisation vs. Standardisation.... Keep reading ..
Dimensionality Reduction
Dimensionality Reduction is the process of sorting and filtering features, dimensions, and variables for a cleaner and better classification. One of the most important aspects of dimensional reduction is the extraction and configuration of features or specific data.
Introduction to Dimensionality Reduction
By Tashmit
● Published At Dec 2021
The objective of this article is to understand dimensionality reduction.... Keep reading ..
Principal Component Analysis
By Ritik Arora
● Published At Nov 2021
In this blog, we will learn about Principal component analysis and how we can use it for achieving dimensionality reduction of our feature set. Along with that, we'll also learn the entire process of feature extraction using PCA.... Keep reading ..
Applying PCA on MNIST dataset
By Ritik Arora
● Published At Nov 2021
In this blog, we will learn how to implement PCA in python by applying it to a standard dataset. ... Keep reading ..
Feature Selection
By Mayank Goyal
● Published At Dec 2021
In this article, we will study feature selection and their need. Later, we will discuss different feature selection methods and look into some implementations.... Keep reading ..
Linear Discriminant Analysis
By Tashmit
● Published At Dec 2021
This article is to understand Linear Discriminant Analysis.... Keep reading ..
Gaussian Discriminant Analysis
By Tashmit
● Published At Dec 2021
This article aims to understand Gaussian Discriminant Analysis.... Keep reading ..