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ProbabilityHilbert SpacesConditional Expectation

Conditional Expectation as an L² Projection

Level: Medium12 min

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Module Library — 29 modules

Probability Theory1 module

Conditional Expectation as an L² Projection

Medium
ProbabilityHilbert SpacesConditional Expectation

Stochastic Calculus & SDEs4 modules

Brownian Motion and Quadratic Variation

Medium
Stochastic CalculusBrownian MotionQuadratic Variation

Itô's Lemma: Derivation and Applications

Hard
Stochastic CalculusItô's LemmaStochastic Differential Equations

Girsanov's Theorem and Equivalent Martingale Measures

Hard
Stochastic CalculusGirsanov's TheoremRisk-Neutral Pricing

Feynman-Kac and the Connection to PDEs

Hard
Stochastic CalculusFeynman-KacPDEs

Derivatives Pricing4 modules

Black-Scholes: Derivation, Greeks, Limitations

Medium
Derivatives PricingBlack-ScholesGreeks

Implied Vol Surfaces and Smile Dynamics

Hard
Derivatives PricingImplied VolatilityLocal Volatility

Heston Model: Calibration and Simulation

Hard
Derivatives PricingStochastic VolatilityHeston Model

Hull-White and the LMM Framework

Hard
Derivatives PricingInterest Rate ModelsHull-White

Numerical Methods4 modules

Monte Carlo: Antithetic Variates, Control Variates, Quasi-MC

Medium
Numerical MethodsMonte CarloVariance Reduction

Finite Difference Schemes and Convergence Analysis

Hard
Numerical MethodsFinite DifferencesBlack-Scholes PDE

PSOR for American Options

Hard
Numerical MethodsAmerican OptionsPSOR

FFT and Carr-Madan Pricing

Hard
Numerical MethodsFFTCharacteristic Functions

Greeks & Risk4 modules

Analytical Greeks for European Options

Medium
Risk & GreeksBlack-ScholesGreeks

Numerical Differentiation and Bump-Reval

Medium
Risk & GreeksNumerical MethodsBump-Reval

Portfolio Greeks Aggregation

Hard
Risk & GreeksPortfolio RiskVega Ladder

Stressed Scenarios and Model Risk

Hard
Risk & GreeksScenario AnalysisModel Risk

Calibration4 modules

Newton-Raphson and Brent for Implied Volatility

Hard
CalibrationImplied VolatilityRoot-Finding

Levenberg-Marquardt for Model Calibration

Hard
CalibrationNumerical OptimisationHeston Model

SVI Parametrisation

Hard
CalibrationImplied VolatilityVol Surface

Regularisation and Stability in Calibration

Hard
CalibrationRegularisationTikhonov

Statistical & ML Methods4 modules

Factor Models: CAPM, APT, and Fama-French

Medium
Statistical / ML for QuantsFactor ModelsCAPM

Time Series for Quants: ARIMA and GARCH

Medium
Statistical / ML for QuantsTime SeriesARIMA

ML in Signal Generation

Hard
Statistical / ML for QuantsMachine LearningAlpha Signals

Backtesting and Statistical Testing

Hard
Statistical / ML for QuantsBacktestingSharpe Ratio

Market Microstructure4 modules

Limit Order Book Mechanics

Medium
Market MicrostructureLimit Order BookMarket Making

Market Impact Estimation

Hard
Market MicrostructureMarket ImpactKyle Model

Adverse Selection and Inventory Models

Hard
Market MicrostructureMarket MakingAdverse Selection

Almgren-Chriss Optimal Execution

Hard
Market MicrostructureOptimal ExecutionMarket Impact