Statistics for Machine Learning

Example of logistic regression using German credit data

Open source German credit data has been utilized from the UCI machine learning repository to model logistic regression: https://archive.ics.uci.edu/ml/datasets/Statlog+(German+Credit+Data).

>>> import os 
>>> os.chdir("D:\\Book writing\\Codes\\Chapter 3") 
 
>>> import numpy as np 
>>> import pandas as pd 
 
>>> from sklearn.model_selection import train_test_split     
>>> from sklearn.metrics import accuracy_score,classification_report 
 
>>> credit_data = pd.read_csv("credit_data.csv") 

The following code describes the top five rows of the data:

>>> print (credit_data.head()) 

Altogether, we have ...