TQBTHEQUANTBATEMAN
TQB/ learnEN · DARK
ACADEMY · MATHEMATICS TO THE DESK

LEARN THE MODEL.
CHALLENGE THE HEDGE.

Choose a track, keep the essential lesson visible, and open derivations or implementation only when you need the depth.

01 · From random variables to replication

Probability, measures & pricing

A rigorous route from distributions and stochastic calculus through Black–Scholes, conditional expectation, Girsanov and forward-measure pricing.

View all 9 stages
02 · From observed dispersion to model dynamics

Volatility

A sequenced path through measurement, option-implied coordinates, surface construction, dynamics, calibration and hedge risk.

View all 12 stages
03 · From discount factors to stochastic term-structure dynamics

Rates & curves

A sequenced rates path through conventions, overnight compounding, products, curve construction, multi-curve valuation, risk and no-arbitrage dynamics.

View all 13 stages
04 · Estimate, discretize, accelerate

Numerical finance

Reproducible Monte Carlo, SDE schemes, variance reduction and transform pricing with visible error controls.

View all 4 stages
05 · Sensitivity into realised P&L

Greeks & hedging

Desk-unit Greeks, nonlinear cross-risk and a discrete hedging loop with explicit costs and residuals.

View all 3 stages
06 · Exposure, tail and governance

Risk & xVA

Portfolio exposure, counterparty and funding adjustments, tail metrics and the controls that make model outputs defensible.

View all 4 stages
PRESERVED KNOWLEDGE GRAPH

Explore every concept.

The existing typed catalog remains intact beneath the sequenced flagship curriculum.

Asset class
23entries in this view

⌘K Search by concept, model, instrument or tag.

Foundationsfoundation
01

Random Variables

Map uncertain outcomes to measurable numerical values.

conceptOpen concept →
Foundationspractitioner
02

Brownian Motion

The continuous-time noise behind classical diffusion models.

conceptOpen concept →
Foundationspractitioner
03

Risk-Neutral Pricing

Value discounted payoffs under a measure that removes risk premia.

conceptOpen concept →
Foundationsfoundation
04

Bid Ask and Mid

Separate executable sides from the midpoint used for analysis.

market-noteOpen concept →
Foundationspractitioner
05

Market Price vs Model Price

Keep observed quotes separate from calculated fair values.

conceptOpen concept →
Foundationspractitioner
06

Streaming Quotes and Staleness

Treat market data as a timed state, not a timeless number.

methodOpen concept →
Foundationsfoundation
07

Reference vs Real-Time Data

Distinguish official observations, delayed feeds and executable streams.

conceptOpen concept →
Foundationspractitioner
08

Prediction Market Probabilities

Interpret binary contract prices without treating them as certainty.

market-noteOpen concept →
Foundationspractitioner
09

Prediction Event Market Outcome and Token

Keep event, market, outcome and CLOB token identifiers distinct.

methodOpen concept →
Foundationspractitioner
10

Prediction Market Order Books

Read bid, ask, midpoint, spread, depth and imbalance for outcome tokens.

market-noteOpen concept →
Foundationsfront-office
11

Prediction Market Resolution and Negative Risk

Connect settlement rules, oracle resolution and linked mutually exclusive markets.

market-noteOpen concept →
Foundationspractitioner
12

Prediction Market Liquidity Open Interest and Volume

Separate trading activity, outstanding exposure and available book depth.

market-noteOpen concept →
Foundationspractitioner
13

Conditional Expectation

Update expected values using the information currently available.

conceptOpen concept →
Foundationspractitioner
14

Martingales

Processes whose conditional future value equals their current value.

conceptOpen concept →
Foundationspractitioner
15

Change of Measure

Reweight probabilities to move between pricing numeraires.

conceptOpen concept →
Foundationspractitioner
16

Itô Calculus

Differential calculus for stochastic processes with quadratic variation.

conceptOpen concept →
Foundationspractitioner
17

Monte Carlo

Estimate prices and risk by simulating many model paths.

methodOpen concept →
Foundationspractitioner
18

Variance Reduction

Improve simulation precision without merely adding paths.

methodOpen concept →
Foundationspractitioner
19

Finite Differences

Approximate derivatives and solve pricing PDEs on a grid.

methodOpen concept →
Foundationspractitioner
20

PDE Methods

Translate no-arbitrage dynamics into boundary-value problems.

methodOpen concept →
Foundationsfoundation
21

Calibration Basics

Choose parameters that reconcile a model with observed instruments.

methodOpen concept →
Foundationsfoundation
22

Interpolation Basics

Estimate values between liquid market pillars without inventing arbitrage.

methodOpen concept →
Foundationspractitioner
23

Numerical Stability

Keep computed outputs reliable under finite precision and difficult inputs.

methodOpen concept →