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sid230798/Predict_TO_Give_Credit_Card_OR_Not_Logistic_Regression
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---------------------------------------------------------------- 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 LogisticRegression Usr:/~Dir python logisticRegression.py Input : 1. Degree of Polynomial for Decision Boundary(Degree <= 4) 2. Want to Overfitt over Underfitt on given polynomial degree Output : *It first Evaluates for Gradient Descent:- -Iterates for 100000 times -While Iterating it prints Cost after each iteration for convergence test -Show the Decision Boudary in graph with Error and Other Info *Then it Iterates for Newton Raphson -Iterates for 10 times -Show the Decision boundary with Error ------------------------------------------------------------------- *For High Degree Polynomial Both methods more depends on initial parameters so I have optimized till 4 degree Polynomials more could be trained but by changing parameters -Some high degree are shown in Report
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This Repo contains Code and DataSet used with Results findout. I have used Logisitic Regression with Regulariztion, Plotted Graphs for Classfication applied Newton-Raphson Method .
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