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NYC Taxi Trip Duration Prediction

One of my first hands-on experience with Data, I have performed EDA on the dataset.

Then I have tried fitting a linear model to my data, tried doing feature selection, performed Lasso and Ridge regression. Now, I have performed a KNN Regression on my dataset which definitely performed better than Linear Regression.

As I learn new modelling techniques, I will apply and hopefully, find the perfect model for our dataset.