sid230798 / predict_age_of_abalone_linear_regression Goto Github PK
View Code? Open in Web Editor NEWTaken dataset from UC for above task used Linear Ridge Regression for Performing it. Normalisation, Debugging, Plotting Graphs .
Taken dataset from UC for above task used Linear Ridge Regression for Performing it. Normalisation, Debugging, Plotting Graphs .
---------------------------------------------------------------- Name :- Siddharth Nahar Entry No :- 2016csb1043 Date :- 27/8/18 Sys Requirement :- Python 3.x,Anaconda 3.x ---------------------------------------------------------------- /* To Run the Code */ Usr:/~Dir cd LinearRegression Usr:/~Dir python linearRegression.py --------------------------------------------------------------- *Output :- *It chosses 100 Fractions and 20 lambda values For Task 7 : -It creates 100 graph corresponding to each fraction and each graph plots Test Error and Train error for each lambda - It saves the plots in directory For Task 8 : -It calculates minimum Test Error for each Fraction and Plots the graph -It also stores alpha corresonding to minimum error and plots fraction vs Lambda value -It creates two graphs as described and stores in directory For Task 9 : -It plots Predicted vs Actual Values for best model -Best Model is chosen as pair of fraction and lambda for which TrainError is minimum -All points comes across 45 degree lines -It creates two grah for training and Test and Stores it. *Many different Graphs are observed for Task 8 and Task 7 shown in Report ----------------------------------------------------------------------
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