Machine Learning in Business

📄 Amazon (html)

📑 Table of Contents (pdf), Preface (pdf) 

📑 Files

(Chapters 1, 3, 6) Salary vs. Age (xlsx) 

(Chapter 2) Country Risk (csv, xlsm, html, ipynb) 

(Chapters 2, 7) Treasury Rates (xlsm, html, ipynb) 

(Chapters 3, 4, 5, 12) Iowa House Prices (pdf, csv, xlsx, html, ipynb) 

(Chapters 3, 4, 12) Lending Club (pdf, xlsx, html, ipynb) 

(Chapter 5) Loan Baby Dataset (xlsx, html, ipynb) 

(Chapter 6) Black-Scholes (csv, html, ipynb) 

(Chapter 6) Volatility Surface (csv, html, ipynb) 

(Chapter 8) Multi-Armed Bandit Simulation (xlsx, html, ipynb) 

(Chapter 8) NIM Example (xlsm) 

(Chapter 8) Optimal Trade Execution (html, ipynb) 

📊 Slides (pptx) 

📄 Note on Backpropagation (pdf)