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ML model which uses RandomForestRegressor to predict price of a diamond

Jupyter Notebook 100.00%
jupyter-notebook scikit-learn regression diamond dataset

diamondspricepredictor's Introduction

Diamond Proce Predictor

It uses diamonds dataset from kaggle. The preprossing included converting categorical columns to Ordinal values. I have used Map here, but will be using Label Encoder and also dropping columns which wouldn't have elp in predicting values.

Then created a RandomForestReggressor with 250 estimators to get a 99.279% accuracy on the whole dataset.

Possible additions

I will try to create a small application where, a person can enter the features of the diamond and a possible price will be returned.

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