Machine Learning Tutorial Ch 5| Part-1 Polynomial Regression| Rohit Ghosh Machine Learning GreyAtom
Channel: GreyAtom EduTech
Date: 07/06/2019

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Welcome to the #DataScienceFridays Rohit Ghosh, a deep learning scientist, and an Instructor at GreyAtom will take us through polynomial regression in machine learning through a simple introduction series. 

Polynomial Regression is a special case of linear regression. In real-life scenario, the data might not be linearly distributed but rather scattered. In such cases linear regression might not be the best way to describe the data. That’s where we use polynomial regression in machine learning.

In statistics, polynomial regression is a form of regression analysis in which the relationship between the independent variable x and the dependent variable y is modelled as an nth degree polynomial in x.

Study Polynomial Regression in Machine Learning through this introductory session for beginners. 

This is the first in 4 videos about Polynomial Regression in Machine Learning. 

In this video, we will explore the limitations of linear regression and need of polynomial regression in machine learning. 

Complete Playlist for the Course: https://bit.ly/2Q1zvK6 

After completing our 4-part Series on Polynomial Regression in Machine Learning, you will be able to do the following:

Understand the various problems of Linear Regression
Learn about ways to handle Non-Linear Data
Understand Regularization and its types
Distinguish between L1 and L2
Understand Bias-Variance Trade-off
Learn about Model Validation


Here’s the full syllabus of our 4-part video on Polynomial Regression in Machine Learning:


Limitations of linear regression 
Polynomial Basis Function
Regularization in machine learning
     - L1 Regularization
     - L2 Regularization
     - L1 vs L2
     - Elastic Net Regularization
Bias-variance trade-off
Model Validation

#machinelearningtutorial #polynomialregression #DataScience101 #Greyatom

Please feel free to post your doubts, questions, feedback in the Comments section and we will sure to get back to you. 

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