Model EvaluationExplores underfitting, overfitting, hyperparameters, bias-variance trade-off, and model evaluation in machine learning.
Decision Trees: ClassificationExplores decision trees for classification, entropy, information gain, one-hot encoding, hyperparameter optimization, and random forests.
Financial Markets OverviewCovers financial markets structure, participants, government debt, asset managers, market sizes, derivatives, trading frequencies, orders, and portfolio returns.
Arbitrage in Multiperiod ModelsExplores arbitrage in multiperiod models, covering dynamic trading, absence of arbitrage, trading strategies, discounted prices, and martingales.