FILES FOR SECOND EDITION:

 

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

                Excel file

 

COUNTRY RISK CASE (Ch 2)

                Data: CSV file

                Scaled Data: Excel 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