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