FILES FOR SECOND EDITION:

 

SALARY vs. AGE BABY EXAMPLE (Chs 1, 3, and 6)

              Excel file

 

COUNTRY RISK CASE (Ch 2)

              Data: CSV file

              Python Results: ipynb file zipped

              Python Results: html file

              PCA Results: Excel file

              New 2019 data

 

IOWA HOUSE PRICE CASE: REGRESSION (Ch 3)

              Definitions: Word file

              Full Data Set: Excel file

              Scaled Data: CSV file

              Excel Results: Excel file

              Python Implementation: ipynb file zipped

              Python Implementation: html file

 

IOWA HOUSE PRICE CASE: DECISION TREE (Ch 4)

              Decision Tree: Excel file

              Training Set

              Validation Set

              Test Set

              Python Implementation: ipynb file zipped

              Python implementation: html file

 

IOWA HOUSE PRICE CASE: SVM REGRESSION (Ch 5)

              SVM Regression Fig 5.7: Excel file

              SVM Regression Fig 5.8: Excel file            

 

LENDING CLUB CASE: LOGISTIC REGRESSION (Ch 3)

              Definitions: Excel file

              Full Data Set: Excel file

              Training Set: Excel file

              Test Set: Excel file

              Excel Logistic regression: Excel file

Python Implementation Logistic Regression: ipynb file zipped

              Python Implementation Logistic Regression: html file

 

 

LENDING CLUB CASE: DECISION TREE (Ch 4)

              Training Set: Excel file

              Test Set: Excel file

              Excel Decision Tree: Excel file

              Python Implementation Decision Tree: ipynb file zipped

              Python Implementation Decision Tree: html file

 

 

SVM BABY EXAMPLE (Ch5)

              Excel Implementation: Excel file

              Python Implementation: ipynb file zipped

              Python Implementation: html fil

 

BLACK-SCHOLES EXAMPLE (Ch6)

BlackScholesReplicationPythonImplementation:ipynb file zipped

BlackScholesReplicationPythonImplementation:html file

BlackScholesData: csv file

 

AUTOENCODER EXAMPLE (Ch6)

              Excel Implementation

 

MULTI-ARMED BANDIT SIMULATION (Ch 7)

              Simulation: Excel file

 

NIM SIMULATION (Ch7)

              Simulation: Excel VBA

VOLATILITY SURFACE CASE (Ch 10)

              PythonImplementation:jpynb file zipped

PythonImplementation: html file

Data

 

HEDGING CASE (Ch 10)

              Python Implementation:ipynb file zipped

              Python Implementation: html file