Chapter 1 · Data Science
Set Up Python for Data Science in VS Code: venv, Jupyter & Colab
Learn how to set up Python for data science in VS Code with venv, Jupyter, NumPy and pandas, plus a beginner-friendly Google Colab setup.
19 min Beginner
Tag · page 2 of 2
Data Science
18 articles filed under Data Science, newest first.
Articles tagged Data Science
Chapter 4 · Quantitative Finance
The Geometry of Interest: Constructing Yield Curves and Forward Rates
Bootstrap a yield curve from real bond prices in Python, read the forward rates hidden inside it, and discount future cash flows honestly.
13 min Intermediate
Chapter 3 · Quantitative Finance
Life in the Tranches: Understanding CDOs and Risk Waterfalls
Learn how CDO tranching splits credit risk into Senior, Mezzanine, and Equity layers, with a step-by-step Python waterfall simulation.
13 min Intermediate
Chapter 2 · Quantitative Finance
Loans and Bonds: The Mechanics of Borrowing and Default Risk
A quantitative guide to loan amortization and bond pricing. Learn to derive payment formulas, simulate default risk, and understand coupon rates using Python.
14 min Intermediate
Chapter 1 · Quantitative Finance
The Art of Losing Slowly: Risk, Variance, and Decision-Making
Learn why a positive expected value can still ruin you. Risk, variance and the risk of ruin, explained in Python with an interactive model.
12 min Beginner
Data Science
Expected Riches and Expensive Lessons: A Data Science Audit of Modern Slots
A data science series using Python, resampling, simulation, and hypothesis testing to analyze slot RTP, bonus frequency, payout concentration, and volatility.
3 min Advanced