Linear Regression In Python Statistics And Coding

Learn linear regression from scratch, Statistics, R-Squared, Python, Gradient descent, Deep Learning, Machine Learning

Last updated 2022-01-10 | 4

- Mathematics behind R-Squared
- Linear Regression
- VIF and more!
- Deep understating of Gradient descent and Optimization
- Program your own version of a linear regression model in Python

What you'll learn

Mathematics behind R-Squared

Linear Regression

VIF and more!

Deep understating of Gradient descent and Optimization

Program your own version of a linear regression model in Python

Derive and solve a linear regression model

and implement it appropriately to data science problems

Statistical background of Linear regression and Assumptions

Assumptions of linear regression hypothesis testing

Writing codes for T-Test

Z-Test and Chi-Squared Test in python

* Requirements

* Jupyter notebook and simple python programming

Description

Hi Everyone welcome to new course which is created to sharpen your linear regression and statistical basics. linear regression is starting point for a data science this course focus is on making your foundation strong for deep learning and machine learning algorithms. In this course I have explained hypothesis testing, Unbiased estimators, Statistical test , Gradient descent. End of the course you will be able to code your own regression algorithm from scratch.