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Geometry of Regression Model and Feature Engineering

Offered By: NPTEL-NOC IITM via YouTube

Tags

Feature Engineering Courses Machine Learning Courses Regression Analysis Courses

Course Description

Overview

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Explore the geometric aspects of regression models and delve into feature engineering in this 27-minute lecture. Learn how basis expansion in mathematical statistics relates to feature engineering in machine learning. Discover techniques for transforming original data into higher dimensions to find better linear hyper-plane fits, potentially revealing non-linear relationships between feature spaces and target variables. Examine practical examples that illustrate these concepts and their applications in data analysis and predictive modeling.

Syllabus

Geometry of Regression Model and Feature Engineering


Taught by

NPTEL-NOC IITM

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