Model: Predicting Carbon Dioxide emissions from vehicle using its Engine Size, No of Cylinders, Fuel Consumption in City, Fuel Consumption on Highway, Fuel Consumption in Combination
Numpy - For numpy arrays
Matplotlib - For plotting
Pandas - To read data
Scikit-Learn - For calculating R2_score
scikit-learn is not used for predicting modelling, parameters have been learnt by writing code from scratch
- Train and Test set has been splited in ratio 80:20. Training has been done on train set.
- Model selection has been using R2_score by trying various Learning Rates.
- Number of Iterations has been kept equal to 1000.
- Test set has been used to calculate cost/loss on unknown set.