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WebClub-NITK / Hacktoberfest-2k20

Repository for Hacktoberfest 2020 Meetup at NITK Surathkal
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Added Python notebook and python file of Linear Regression on Boston … #56

Closed Hemant7499 closed 3 years ago

Hemant7499 commented 3 years ago

…Housing Dataset- Hacktoberfest 2020

Resolves Issue #28

Description

Performed linear regression on the Housing dataset: 1)Checking distribution and colinearity of variables. 2)Scaling data 3) Principal Component Analysis for removing colinearity 4)Applying Linear Regression 5)Printing Root mean squared error nad R2 score.

Technical Specifications

Python, Pandas, Numpy, Sklearn, Seaborn.

How to run

Please list all the steps required to run in details. Preferably specify steps for all platforms. 1)Open the python notebook in desired editor for e.g. Google Colab, Jupyter Notebook, etc. 2)Run all the cells.

Hemant7499 commented 3 years ago

@rakki-18 please review

rakki-18 commented 3 years ago

@Smally12345 the code looks fine. But the directory structure is wrong. Make a folder "28_Housing_Price" under "MachineLearning" if it doesn't exist yet and not "28_Housing_Price/linearRegression". Inside "28_Housing_Price", make a folder named "linearRegression" and inside that put all your files. Please send another PR resolving this.

Hemant7499 commented 3 years ago

image I have created linearRegression folder inside 28_Housing_Price folder but as you can see in the screenshot attached github skips paths for easy access.

rakki-18 commented 3 years ago

@Smally12345 Everything is fine. Good work!