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Introduction to Machine Learning with Case Study in Python

LeeAndro

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Introduction to Machine Learning with Case Study in Python
MP4 | Video: h264, 1280x720 | Audio: AAC, 44.1 KHz, 2 Ch
Genre: eLearning | Language: English + .srt | Duration: 14 lectures (51 mins) | Size: 366 MB

In this course, you will learn concepts of linear regression.


What you'll learn

Least Square Regression

Build OLS in Statsmodel

Hypothesis Testing

t test

ANOVA

F Statistics

Degree of Freedom of the Model

Plotting Regression Line above the scatter plot (Fitted Values)

Predicting Results

Answer Question statistically

Requirements

Understanding Statistics

Bner to Python

Description

Starting from

Case Study on Big Mac

Statistical Questions

Least Square Regression

Hypothesis testing: t- test

ANOVA and F-test

Correlation

R Square

You will learn the approaches towards regression with case study. First we start with understanding linear equation and the optimization function value sum of squared errors. With that we find the values of the coefficient and makes least square regression. Then we starts building our linear regression in python.

For the model we build we necessary test like hypothesis testing.

t-test for coefficient significance

ANOVA and F-test for model significance.

And finally, we answer the question statically. Hope we are seeing you inside the course !!!

Who this course is for:

Bner of Python Developer who want to learn Data Science

Solving question related to linear regression



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