Launch-ready Python workbooks for practicing quant workflows

API Data Ingest Practice

Pull free market data APIs, handle rate limits, and normalize columns for later use.

ETF Backtest Starter Kit

Follow guided steps to load ETF prices, build a simple strategy, and evaluate performance.

Factor Screener Lite

Screen stocks with size, value, and momentum signals using interactive widgets.

Intro to Risk Metrics

Walk through volatility, drawdown, and Sharpe ratio calculations using tidy helper functions.

Loan Default Prediction with Gradient Boosting

Train, calibrate, and explain boosted credit models with SHAP insights.

Monte Carlo Scenario Simulator

Model correlated paths, apply regime-dependent shocks, and visualize distribution shifts.

Options Vocabulary Workbook

Introduce options terminology, payoff diagrams, and small quizzes before diving deeper.

Pandas Data Exploration Playground

Practice cleaning, merging, and summarizing market datasets with step-by-step prompts.

Python Fundamentals for Finance

Review core Python syntax, functions, and libraries needed to follow the quant workbooks.

Return Calculations 101

Compute simple, log, and cumulative returns with plenty of inline checks and visuals.

Time Value of Money Drills

Solve discounting and compounding exercises with instant feedback cells.

Visualizing Distributions with Matplotlib

Learn histograms, KDE plots, and annotations for financial return distributions.