TQBTHEQUANTBATEMAN
TQB/ learnEN · DARK
ACADEMY V2 · MATHEMATICS TO THE DESK

LEARN THE MODEL.
CHALLENGE THE HEDGE.

A structured quantitative-finance curriculum linking derivation, Python, interactive state, market practice and macro transmission.

01 · COMPLETE FLAGSHIP TRACK

Volatility

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

12DEEP · DYNAMIC STAGES
SEQUENTIAL DEPTH

One production-grade track at a time.

02NEXT

Rates & curves

Discounting → OIS → multi-curve → Hull–White → HJM

03QUEUED

Numerical finance

Monte Carlo → schemes → Fourier / COS → PDE

04QUEUED

Risk & hedging

Greeks → P&L attribution → VaR / ES → model risk

PRESERVED KNOWLEDGE GRAPH

Explore every concept.

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

Asset class
114entries 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
EQpractitioner
13

Realized vs Implied Volatility

Compare measured return dispersion with option-implied volatility.

conceptOpen concept
EQfoundation
14

Equity Forward

Lock a future equity purchase price after funding and dividends.

instrumentOpen concept
EQpractitioner
15

Black-Scholes

Closed-form European option pricing under lognormal diffusion.

modelOpen concept
EQpractitioner
16

Greeks

Local sensitivities that translate model parameters into hedge language.

conceptOpen concept
EQpractitioner
17

Implied Volatility

The volatility input that makes a model reproduce a market option price.

conceptOpen concept
EQpractitioner
18

Volatility Smile

Strike-dependent implied volatility at a single expiry.

conceptOpen concept
EQfront-office
19

Volatility Surface

Implied volatility across strike and maturity.

conceptOpen concept
FXfoundation
20

FX Spot

The exchange rate for near-immediate delivery between two currencies.

instrumentOpen concept
FXfoundation
21

FX Forward

A future exchange rate implied by two funding curves.

instrumentOpen concept
FXpractitioner
22

FX Swap

Exchange currencies now and reverse the exchange later.

instrumentOpen concept
FXpractitioner
23

Garman-Kohlhagen

Black-Scholes adapted to domestic and foreign interest rates.

modelOpen concept
FXfront-office
24

FX Delta Conventions

Premium-adjusted, forward and spot delta quotation choices.

conceptOpen concept
FXfront-office
25

Risk Reversal

Call-minus-put volatility at matched absolute delta.

instrumentOpen concept
FXfront-office
26

Butterfly

A convexity quote combining wing and ATM volatilities.

instrumentOpen concept
FXfront-office
27

FX Volatility Smile

Construct an FX smile from ATM, risk reversal and butterfly quotes.

conceptOpen concept
IRfoundation
28

Discount Factors

Present value of one unit of currency paid at a future date.

conceptOpen concept
IRfoundation
29

Zero Rates

Single-period rates implied by discount factors.

conceptOpen concept
IRfoundation
30

Forward Rates

Rates implied today for borrowing over a future interval.

conceptOpen concept
IRpractitioner
31

Yield Curves

Term structures linking maturity to discounting or yield.

conceptOpen concept
IRpractitioner
32

OIS

Fixed-versus-compounded overnight indexed swaps.

instrumentOpen concept
IRpractitioner
33

FRAs

Contracts fixing a future simple interest rate.

instrumentOpen concept
IRpractitioner
34

Interest Rate Swaps

Exchange fixed coupons for floating-rate cashflows.

instrumentOpen concept
IRfront-office
35

Curve Bootstrapping

Solve discount factors sequentially from market instruments.

methodOpen concept
COMMfoundation
36

Spot vs Futures

Separate immediate physical value from exchange-traded future delivery.

instrumentOpen concept
COMMpractitioner
37

Forward Curves

Commodity delivery prices across maturities.

conceptOpen concept
COMMfoundation
38

Contango

A forward curve whose later deliveries trade above nearby prices.

conceptOpen concept
COMMfoundation
39

Backwardation

A forward curve whose later deliveries trade below nearby prices.

conceptOpen concept
COMMpractitioner
40

Convenience Yield

The non-cash benefit of holding physical inventory.

conceptOpen concept
COMMpractitioner
41

Black-76

Option pricing on forwards under lognormal forward dynamics.

modelOpen concept
COMMfront-office
42

Asian Options

Options whose payoff depends on an average price.

instrumentOpen concept
Frontierresearch
43

Rough Volatility

Very low regularity volatility models aligned with observed short-scale behaviour.

researchOpen concept
Frontierfront-office
44

AAD

Adjoint algorithmic differentiation for many sensitivities at near-constant reverse cost.

methodOpen concept
Frontierresearch
45

Differentiable Pricing

Pricing systems designed for gradients across models and parameters.

researchOpen concept
Frontierresearch
46

Machine Learning Surrogates

Fast learned approximations to expensive pricing maps.

researchOpen concept
Frontierresearch
47

Deep Hedging

Learn hedging policies under frictions and non-quadratic objectives.

researchOpen concept
Frontierresearch
48

Neural SDEs

Stochastic differential equations with learned functional components.

researchOpen concept
Frontierresearch
49

Bayesian Calibration

Infer parameter distributions rather than one best-fit point.

researchOpen concept
Frontierfront-office
50

GPU Monte Carlo

Parallel simulation and payoff evaluation on graphics processors.

methodOpen concept
Foundationspractitioner
51

Conditional Expectation

Update expected values using the information currently available.

conceptOpen concept
Foundationspractitioner
52

Martingales

Processes whose conditional future value equals their current value.

conceptOpen concept
Foundationspractitioner
53

Change of Measure

Reweight probabilities to move between pricing numeraires.

conceptOpen concept
Foundationspractitioner
54

Itô Calculus

Differential calculus for stochastic processes with quadratic variation.

conceptOpen concept
Foundationspractitioner
55

Monte Carlo

Estimate prices and risk by simulating many model paths.

methodOpen concept
Foundationspractitioner
56

Variance Reduction

Improve simulation precision without merely adding paths.

methodOpen concept
Foundationspractitioner
57

Finite Differences

Approximate derivatives and solve pricing PDEs on a grid.

methodOpen concept
Foundationspractitioner
58

PDE Methods

Translate no-arbitrage dynamics into boundary-value problems.

methodOpen concept
Foundationsfoundation
59

Calibration Basics

Choose parameters that reconcile a model with observed instruments.

conceptOpen concept
Foundationsfoundation
60

Interpolation Basics

Estimate values between liquid market pillars without inventing arbitrage.

conceptOpen concept
Foundationspractitioner
61

Numerical Stability

Keep computed outputs reliable under finite precision and difficult inputs.

conceptOpen concept
EQfoundation
62

Call-Put Parity

Connect European calls, puts, forwards and discounting by no-arbitrage.

conceptOpen concept
EQpractitioner
63

Dividend Carry

Separate funding and distributions in equity forward value.

conceptOpen concept
EQfoundation
64

Historical Volatility

Estimate dispersion from a time series of past returns.

conceptOpen concept
EQpractitioner
65

Realized Volatility

Measure variance accumulated over an observed period.

conceptOpen concept
EQpractitioner
66

Term Structure

Track implied volatility across option maturities.

conceptOpen concept
EQpractitioner
67

Local Volatility

Infer state-dependent instantaneous variance from a vanilla surface.

conceptOpen concept
EQpractitioner
68

Stochastic Volatility

Model volatility itself as a random process.

conceptOpen concept
EQfront-office
69

Heston

Model variance as a mean-reverting square-root diffusion.

conceptOpen concept
EQfront-office
70

SABR

Model forward and volatility jointly for smile dynamics.

conceptOpen concept
EQpractitioner
71

Gamma Scalping

Monetise convexity through repeated delta rebalancing.

conceptOpen concept
EQpractitioner
72

Variance Swaps

Trade future realised variance against a fixed strike.

instrumentOpen concept
EQpractitioner
73

Barrier Options

Activate or extinguish payoff when an underlying crosses a level.

instrumentOpen concept
EQpractitioner
74

Digital Options

Pay a fixed amount when a terminal condition is met.

instrumentOpen concept
EQpractitioner
75

American Options

Allow exercise before expiry and introduce an optimal stopping problem.

instrumentOpen concept
EQpractitioner
76

Early Exercise

Compare continuation value with immediate exercise value.

conceptOpen concept
EQpractitioner
77

Volatility Arbitrage

Express relative-value views across implied and realised volatility.

conceptOpen concept
FXfoundation
78

Forward Points

Quote the forward-minus-spot adjustment implied by two currencies.

conceptOpen concept
FXpractitioner
79

ATM Conventions

Define where at-the-money sits under pair-specific FX rules.

conceptOpen concept
FXpractitioner
80

Premium-Adjusted Delta

Account for option premium in the hedge-ratio convention.

conceptOpen concept
FXpractitioner
81

Smile Construction

Turn market quote coordinates into a strike-volatility curve.

conceptOpen concept
FXpractitioner
82

FX Digitals

Price fixed cashflows conditional on an exchange-rate event.

conceptOpen concept
FXpractitioner
83

FX Barriers

Add path-dependent trigger levels to FX option payoffs.

conceptOpen concept
FXpractitioner
84

Dual-Currency Notes

Combine fixed-income cashflows with embedded FX optionality.

instrumentOpen concept
FXpractitioner
85

Quanto Effects

Value an asset payoff translated at a fixed exchange rate.

conceptOpen concept
FXpractitioner
86

Triangular Arbitrage

Enforce consistency across three quoted currency pairs.

conceptOpen concept
FXpractitioner
87

Cross-Currency Basis

Measure funding dislocations not explained by covered interest parity.

conceptOpen concept
IRfoundation
88

Day Count Conventions

Convert calendar dates into contractual accrual fractions.

conceptOpen concept
IRpractitioner
89

Compounding Conventions

Translate rates consistently across simple, periodic and continuous forms.

conceptOpen concept
IRpractitioner
90

Multi-Curve Framework

Separate discounting from tenor-specific projection curves.

conceptOpen concept
IRpractitioner
91

DV01

Measure value change for a one-basis-point rate shift.

conceptOpen concept
IRpractitioner
92

Key-Rate Duration

Allocate curve sensitivity to selected maturity nodes.

conceptOpen concept
IRpractitioner
93

Carry and Rolldown

Decompose expected horizon P&L with an unchanged curve.

conceptOpen concept
IRpractitioner
94

Caps

Limit floating-rate payments through a strip of caplets.

instrumentOpen concept
IRpractitioner
95

Floors

Protect minimum floating-rate receipts through floorlets.

instrumentOpen concept
IRpractitioner
96

Swaptions

Grant the right to enter an interest-rate swap.

instrumentOpen concept
IRpractitioner
97

Short-Rate Models

Model the instantaneous funding rate to generate a term structure.

conceptOpen concept
IRpractitioner
98

Hull-White

Use a mean-reverting Gaussian short rate fitted to today’s curve.

conceptOpen concept
IRfront-office
99

LMM

Model a family of market forward rates under linked measures.

conceptOpen concept
IRpractitioner
100

Convexity Adjustments

Correct linear forward intuition when payoff and discounting are nonlinear.

conceptOpen concept
IRpractitioner
101

Negative Rates

Handle rate distributions and quotation when strikes can cross zero.

conceptOpen concept
COMMfoundation
102

Storage Costs

Embed physical warehousing, insurance and financing in commodity carry.

conceptOpen concept
COMMpractitioner
103

Seasonality

Model recurring calendar patterns in supply, demand and forward prices.

conceptOpen concept
COMMpractitioner
104

Roll Yield

Measure the return from moving exposure along a forward curve.

conceptOpen concept
COMMpractitioner
105

Calendar Spreads

Trade relative value between delivery months.

conceptOpen concept
COMMpractitioner
106

Commodity Swaps

Exchange floating commodity prices for fixed contractual levels.

conceptOpen concept
COMMpractitioner
107

Commodity Options

Attach optionality to forwards, futures or physical indices.

instrumentOpen concept
COMMpractitioner
108

Mean Reversion

Model commodity prices returning toward an equilibrium level.

conceptOpen concept
COMMpractitioner
109

Spread Options

Option the difference between related prices.

instrumentOpen concept
COMMfront-office
110

Swing Options

Optimise repeated exercise volumes under operational constraints.

instrumentOpen concept
COMMpractitioner
111

Weather Derivatives

Link payoffs to temperature or other weather indices.

conceptOpen concept
COMMpractitioner
112

Crack Spreads

Track refinery margin between crude and products.

conceptOpen concept
COMMpractitioner
113

Spark Spreads

Track power-generation margin between electricity and fuel.

conceptOpen concept
COMMpractitioner
114

Real Options

Value operational flexibility using option-pricing logic.

instrumentOpen concept