Feature Engineering (Feature Improvements – Scaling)
ArticleVideos Introduction Data Science Lifecycle revolves around using various analytical methods to produce insights and followed by applying Machine Learning Techniques, to do predictions …
Home »
normalization
Statistics for Data Science: What is Normal Distribution?
ArticleVideos Introduction to the Normal Distribution Have you heard of the bell curve? It tends to be among the most discussed water-cooler topics among …
Feature Scaling for Machine Learning: Understanding the Difference Between Normalization vs. Standardization
ArticleVideosInterview Questions Introduction to Feature Scaling I was recently working with a dataset that had multiple features spanning varying degrees of magnitude, range, and …
Practical Guide on Data Preprocessing in Python using Scikit Learn
ArticleVideos Introduction This article primarily focuses on data pre-processing techniques in python. Learning algorithms have affinity towards certain data types on which they perform incredibly …
PCA: A Practical Guide to Principal Component Analysis in R & Python
ArticleVideos Overview Learn the widely used technique of dimension reduction which is Principal Component Analysis (PCA) Extract the important factors from the data with …
