Fast Greeks & Initial Margin for Quants — AAD, SIMM & MVA Production Lab

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About this resource

Build fast Greeks and initial-margin analytics from first principles to production architecture. This Desk2Quant release is a 200-page practitioner playbook covering valuation, Greeks, finite differences, collateral and initial margin, reverse-mode algorithmic differentiation (AAD), Monte Carlo sensitivities, SIMM architecture, forward initial margin and MVA.

It is written for readers starting from the beginning as well as working quants who need production-level intuition. Every one of the 26 modules includes a visual, a mnemonic, an explicitly qualified scaling/proportionality relationship, worked examples, practitioner diagnostics, exercises, and exactly five interview questions with model answers.

Included: final 200-page PDF, beginner walkthrough notebook, full AAD/IM/MVA Jupyter lab, reusable Python package, regression tests, synthetic teaching parameter pack, LaTeX source, validation report, and SHA-256 manifest. Important methodology note: the book is aligned to the currently effective ISDA SIMM 2.8+2512 methodology context as of September 2026, but does not redistribute proprietary ISDA parameter tables.

Executable margin examples use clearly labelled synthetic educational parameters and a parameter-driven architecture. Use code AAD20 at checkout for 20% off during launch.

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It is designed for quantitative-finance candidates and practitioners who want desk-focused explanations, practical diagnostics and interview-ready reasoning.

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