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Anubhavdevv / Awesome-Machine-Learning-Models

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Advanced house rent prediction #49

Closed Aryan-2003 closed 1 year ago

Aryan-2003 commented 1 year ago

Advanced House Rent Prediction

Here I have added a project regarding Machine Learning to predict the rent of the house based on various parameters like locality, property_size etc.

The steps I have followed to build this model :

  1. Data Cleaning
  2. Exploratory Data Analysis
  3. Feature Engineering
  4. Training the model
  5. Testing
  6. Deployment

Regression algorithms has been used to build this and these algorithms are:

  1. Linear Regression
  2. Ridge Regression
  3. Lasso Regression
  4. Decision Tree Regressor
  5. Random Forest Regressor
  6. SVM Regressor
  7. KNN Regressor
  8. Boosting Techniques (Gradient Boosting, Adaboost and XgBoost)
  9. Voting and Stack Regressor

And finally the model is performing best in the case of Gradient Boosting Regressor with a validation accuracy of 82.51%.

Finally Deployed the model on Heroku.

Anubhavdevv commented 1 year ago

LGTM! @Aryan-2003 🚀 Thanks for your valuable contribution ✨ Hope you like the repo Do Give a star to this repo ✨