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Quantitative Finance

Software EngineeringData ScienceMachine LearningArtificial Intelligence

Quantitative Finance

Software EngineeringData ScienceMachine LearningArtificial Intelligence
  • Interview
  • Introduction
  • Quantitative Trading
  • Execution Modelling
  • Interest Rates
  • FX
  • Equities
  • Credit
  • Commodities
  • Fixed Income (Bonds)
  • Structured Finance (ABS etc.)
  • XVA
  • Linear Algebra
  • Probability
  • Stochastic Calculus
  • Set Theory & Analysis
  • Statistics
  • Applied Mathematics for Finance
  • Machine Learning
  • Data Analysis
  • Quantitative Development
  • C++
  • Miscellaneous
89 Resources

Interview

pagesxyz Quantitative Finance Study GuideA Practical Guide to Quantitative Finance InterviewsFifty Challenging Problems in Probability with Solutions (1987) - MostellerHeard on the Street: Quantitative Questions from Wall Street Job Interviews - CrackQuant Job Interview Questions and Answers (2008) - Joshi, Denson, Downes

Introduction

Options, Futures, and Other Derivatives 10th Edition (2017) - John HullPaul Wilmott Introduces Quantitative Finance (2007) - Paul WilmottThe Concepts and Practice of Mathematical Finance (2004) - Mark Joshi

Quantitative Trading

Active Portfolio Management: A Quantitative Approach for Producing Superior Returns and Controlling Risk (1999) - Grinold & KahnAdvanced Portfolio Management: A Quant's Guide for Fundamental Investors (2025) - PaleologoAdvanced Portfolio Optimization: A Cutting-Edge Quantitative Approach (2025) - CajasAdvances in Financial Machine Learning (2018) - López de PradoAlgorithmic Trading: Winning Strategies and Their Rationale (2013) - Ernie ChanDynamic Hedging: Managing Vanilla and Exotic Options (1996) - TalebInside the Black Box: A Simple Guide to Quantitative and High Frequency Trading (2014) - NarangQuantitative Asset Management: Factor Investing and Machine Learning for Institutional Investing (2023)Quantitative Portfolio Management: The Art and Science of Statistical Arbitrage (2021) - IsichenkoQuantitative Trading: How to Build Your Own Algorithmic Trading Business (2008) - Ernie ChanThe Elements of Quantitative Investing (2025) - PaleologoTrades, Quotes and Prices: Financial Markets Under the Microscope (2018) - Bouchaud, Bonart, Donier, Gould

Execution Modelling

Algorithmic Trading and DMA: An Introduction to Direct Access Trading Strategies (2010) - JohnsonAlgorithmic Trading: A Practitioner's Guide (2020) - BacidoreHandbook of Price Impact Modeling (2023) - Webster

Interest Rates

Efficient Methods for Valuing Interest Rate Derivatives (2000) - PelsserInterest Rate Modelling Vol 1 (2010) - Andersen & PiterbargInterest Rate Modelling Vol 2 (2010) - Andersen & PiterbargInterest Rate Modelling Vol 3 (2010) - Andersen & PiterbargInterest Rate Models — Theory and Practice (2006) - Brigo, MercurioInterest-Rate Option Models (1998) - RebonatoPricing and Trading Interest Rate Derivatives: A Practical Guide to Swaps (2022) - Darbyshire

FX

Foreign Exchange Option Pricing for Practitioners (2010) - ClarkFX Options and Smile Risk (2010) - CastagnaFX Options and Structured Products (2017) - Wystup

Equities

Ben Graham Was a Quant: Raising the IQ of the Intelligent Investor (2011) - GreinerOption Volatility and Pricing: Advanced Trading Strategies and Techniques 2nd Edition (2014) - NatenbergSecurity Analysis: Principles and Technique (1951) - Graham, Dodd, TathamStochastic Volatility Modelling (2016) - Bergomi

Credit

Credit Risk: Modeling, Valuation and Hedging (2010) - Bielecki & RutkowskiModelling Single-name and Multi-name Credit Derivatives (2008) - O'Kane

Commodities

Commodities and Commodity Derivatives: Modeling and Pricing for Agriculturals, Metals and Energy (2009) - GemanCommodity Option Pricing for Practitioners (2014) - ClarkEnergy and Power Risk Management: New Developments in Modeling, Pricing, and Hedging (2002) - Eydeland, Wolyniec

Fixed Income (Bonds)

Bond Markets, Analysis, and Strategies (2021) - FabozziThe Handbook of Fixed Income Securities (2021) - Fabozzi

Structured Finance (ABS etc.)

Mortgage Valuation Models: Embedded Options, Risk, and Uncertainty (2014) - Davidson, LewisMortgage-Backed Securities: Products, Structuring, and Analytical Techniques (2011) - Fabozzi

XVA

Modelling, Pricing, and Hedging Counterparty Credit Exposure: A Technical Guide (2010) - Cesari et al.Modern Derivatives Pricing and Credit Exposure Analysis (2015) - Lichters et al.The xVA Challenge (2020) - Gregory

Linear Algebra

Introduction to Linear Algebra (2021) - Strang

Probability

A Course in Probability Theory (2001) - ChungIntroduction to Probability (2002) - Tsitsiklis, BertsekasIntroduction to Probability (2014) - Blitzstein, HwangProbability with Martingales (1991) - WilliamsAn Introduction to Probability Theory and Its Applications, Vols 1+2 (1968) - FellerProbability and Random Processes (1982) - Grimmett, StirzakerProbability and Measure (1979) - BillingsleyProbability Essentials (1999) - Jacod, ProtterProbability Theory: A Comprehensive Course (2006) - Klenke

Stochastic Calculus

Arbitrage Theory in Continuous Time (2020) - BjorkBrownian Motion and Stochastic Calculus (1991) - Karatzas, ShreveElementary Probability Theory: With Stochastic Processes and an Introduction to Mathematical Finance (2006) - Chung, AitsahliaIntroduction to Stochastic Calculus With Applications (2012) - KlebanerStochastic Calculus & Finance Vol 2 (2010) - ShreveStochastic Calculus for Finance I: The Binomial Asset Pricing Model (2004) - Shreve

Set Theory & Analysis

Introduction to Set Theory (1995) - Hrbacek, JechAdvanced Calculus of Several Variables (1995) - EdwardsPrinciples of Mathematical Analysis (2013) - RudinUnderstanding Analysis (2015) - Abbott

Statistics

Statistical Inference (2001) - Casella, Berger

Applied Mathematics for Finance

Financial Calculus: An Introduction to Derivative Pricing - Baxter, RennieIntroduction to the Mathematics of Finance (2006) - WilliamsMartingale Methods in Financial Modelling (2004) - Musiela & Rutkowski

Machine Learning

Mathematics for Machine Learning - Deisenroth, Faisal, OngThe Elements of Statistical Learning (2009) - Hastie, Tibshirani, FriedmanMachine Learning in Finance: From Theory to Practice (2020) - Dixon, Halperin, Bilokon

Data Analysis

Market Models: A Guide to Financial Data Analysis (2001) - AlexanderStatistics and Data Analysis for Financial Engineering with R Examples (2015) - Ruppert, Matteson

Quantitative Development

C++ Design Patterns and Derivatives Pricing (2008) - JoshiImplementing Derivative Models (1998) - Strickland, ClewlowMonte Carlo Methods in Financial Engineering (2003) - Glasserman

C++

C++ Primer (2012) - Lippman, Lajoie, MooEffective C++: 55 Specific Ways to Improve Your Programs and Designs (2005) - MeyersEffective Modern C++: 42 Specific Ways to Improve Your Use of C++11 and C++14 (2014) - Meyers

Miscellaneous

My Life as a Quant: Reflections on Physics and Finance (2004) - DermanThe Hitchhiker's Guide to the Galaxy (1995) - AdamsThe Man Who Solved the Market: How Jim Simons Launched the Quant Revolution (2019) - ZuckermanThe Quants (2011) - PattersonTrading at the Speed of Light: How Ultrafast Algorithms Are Transforming Financial Markets (2021) - MacKenzie