Sign-In
Cart
Python 3.14 for Quantitative Trading: Build Institutional-Grade Trading Systems, Data Pipelines, Backtesting Engines, and AI-Powered Research Workflow
Paperback
Publisher: Independently Published
Published: Jun 10 2026
Pages: 382
Weight: 1.01
Height: 0.95 Width: 6.00 Depth: 9.00
Language: English
What if your biggest trading edge wasn't your strategy-but your infrastructure?
Most traders spend years searching for the perfect indicator.
They chase new setups.
They optimize entries.
They tweak exits.
Yet professional quantitative traders know a different truth:
Strategies come and go. Infrastructure endures.
A robust research platform can test hundreds of ideas.
A reliable data pipeline can uncover opportunities competitors miss.
A powerful backtesting engine can prevent costly mistakes before real money is ever placed at risk.
In his previous bestseller, Algorithmic Trading with Python, Aidan Mercer showed traders how to build algorithmic trading systems using Python.
Now he takes the next step.
Python 3.14 for Quantitative Trading is designed for traders who want to move beyond simple scripts and begin building the kind of institutional-grade infrastructure used by professional quantitative firms.
This is not another book about indicators.
It is a practical guide to building the technology stack that powers modern quantitative research and systematic trading.
Inside you'll learn how to:
Build professional market data pipelines
Clean and validate financial data at scale
Engineer predictive features for quantitative strategies
Create high-speed backtesting engines
Avoid survivorship bias and lookahead bias
Use modern Python 3.14 features to write cleaner, faster code
Work with large datasets using Polars and DuckDB
Design scalable research workflows
Apply machine learning-ready feature engineering techniques
Build maintainable quantitative trading architectures
Leverage AI-assisted development to accelerate research
Create a foundation for professional-grade trading systems
Unlike many trading books that focus solely on signals and indicators, this book focuses on the systems that generate a lasting edge.
Whether you trade:
- Stocks
- ETFs
- Futures
- Options
- Forex
- Cryptocurrency
the principles inside will help you build a more powerful research and trading operation.
This book includes:
- Extensive Python examples
- Practical quantitative workflows
- Data engineering concepts for traders
- Institutional research techniques
- Professional backtesting frameworks
- AI-assisted coding approaches
- Modern Python 3.14 best practices
The markets become more competitive every year.
The traders who can collect better data, test faster, research more efficiently, and deploy more robust systems gain a powerful advantage.
If you are ready to move from being a strategy user to becoming a quantitative system builder, this book will show you how.
Stop searching for better indicators. Start building better infrastructure.
Your next trading edge may not come from a new strategy.
It may come from the system you build around it.
Reader Guide: What Can Be Skipped?This book is designed to serve both newer Python users and experienced quantitative traders.
If You Read Algorithmic Trading with PythonYou may skim or selectively read:
- Chapter 1: Introduction and Quant Mindset
- Chapter 2: Python Fundamentals Review
- Chapter 3: Modern Python 3.14 Features
If You Are Already an Experienced Python Developer
You may skim:
- Python Basics
- Dataclasses
- Type Hints
- Basic Async Concepts
You may skim:
- Introductory Trading Concepts
- Basic Data Collection
- Entry-Level Backtesting
Also from
Mercer, Aidan
Money Flow: Trade Without Fear: Master the Market's Hidden Signals Using Volume and AI-Powered Guidance
Mercer, Aidan
Paperback
Trading at Scale: Turn Your Strategy Into a Business, Manage Risk Like a Pro, and Unlock Compounding Growth
Mercer, Aidan
Paperback
Beyond the Charts: Why the Biggest Market Moves Begin Long Before Price Reacts
Mercer, Aidan
Paperback
The No-Code Trader: Build Profitable Trading Systems Using Excel, TradingView and Simple Rules - No Coding Required
Mercer, Aidan
Paperback
Enduring Wealth: How Families Build, Preserve, and Pass On Prosperity Across Generations
Mercer, Aidan
Paperback
Trade Your Way to Success: Discover the Trading Style That Fits Your Personality, Lifestyle, and Goals
Mercer, Aidan
Paperback
Also in
Investing & Finance
How to Invest $50-$5,000: The Small Investor's Step-By-Step Plan for Low-Risk Investing in Today's Economy
Dunnan, Nancy
Paperback
Planet Money: A Guide to the Economic Forces That Shape Your Life
Hosts of Npr's Planet Money
Mayyasi, Alex
Hardcover
Money Unlocked: How to Make It, Keep It and Multiply It: The New York Times Bestseller
Lee, John
Paperback
The Millionaire Next Door: The Surprising Secrets of America's Wealthy
Stanley, Thomas J., PH. D.
Danko, William D., PH. D.
Paperback
I Will Teach You to Be Rich: No Guilt. No Excuses. Just a 6-Week Program That Works (Second Edition)
Sethi, Ramit
Paperback
Poor Charlie's Almanack: The Essential Wit and Wisdom of Charles T. Munger
Munger, Charles T.
Hardcover
J.K. Lasser's Your Income Tax 2026: For Preparing Your 2025 Tax Return
J K Lasser Institute
Paperback
J.K. Lasser's Your Income Tax 2027: For Preparing Your 2026 Tax Return
J K Lasser Institute
Paperback
How to Invest in Gold and Silver: A Complete Guide with a Focus on Mining Stocks
Durrett, Don
Paperback
Market Wizards: The Next Generation: The World's Top Young Traders Reveal How They Beat the Market
Coyle, George F.
Schwager, Jack D.
Hardcover
The Price of Democracy: The Revolutionary Power of Taxation in American History
Williamson, Vanessa S.
Hardcover
The Little Book of Common Sense Investing: The Only Way to Guarantee Your Fair Share of Stock Market Returns
Bogle, John C.
Hardcover
The Making of a Permabear: The Perils of Long-Term Investing in a Short-Term World
Grantham, Jeremy
Hardcover
La Psicología del Dinero: 18 Claves Imperecederas Sobre Riqueza Y Felicidad / The Psychology of Money
Housel, Morgan
Paperback
The Compounders: From Small Acquisitions to Giant Shareholder Returns
Hadziefendic, Adnan
Dybvad, Oddbjørn
Nyland, Kjetil
Paperback
A Beginner's Guide to the Stock Market: Everything You Need to Start Making Money Today
Kratter, Matthew R.
Paperback
The Intelligent Investor Third Edition: The Definitive Book on Value Investing
Graham, Benjamin
Zweig, Jason
Paperback
How to Make Money in Stocks: A Winning System in Good Times and Bad, Fourth Edition
O'Neil, William J.
Paperback
Trading: Technical Analysis Masterclass: Master the financial markets
Czubatinski, Moritz
Schlotmann, Rolf
Paperback
The World for Sale: Money, Power, and the Traders Who Barter the Earth's Resources
Blas, Javier
Farchy, Jack
Paperback
The Age of Surveillance Capitalism: The Fight for a Human Future at the New Frontier of Power
Zuboff, Shoshana
Paperback
The Investor's Odyssey: Resisting the Sirens and Playing the Long Game
Mayer, Christopher W.
Hardcover
The Coffee Can Investor: A Stock-Picker's Journey to Build Generational Wealth
Khemlani, Neeraj
Hardcover
El Inversor Inteligente: Un Libro de Asesoramiento Práctico = The Intelligent Investor
Graham, Benjamin
Paperback
Retirement Planning Guidebook: Navigating the Important Decisions for Retirement Success
Pfau, Wade
Paperback
The Black Swan: Second Edition: The Impact of the Highly Improbable: With a New Section: On Robustness and Fragility
Taleb, Nassim Nicholas
Paperback
The Intelligent Investor, 3rd Ed.: The Definitive Book on Value Investing
Zweig, Jason
Graham, Benjamin
Hardcover
Tax-Free Wealth: How to Build Massive Wealth by Permanently Lowering Your Taxes
Wheelwright, Tom
Paperback
One Up on Wall Street: How to Use What You Already Know to Make Money in the Market
Lynch, Peter
Paperback
A History of the United States in Five Crashes: Stock Market Meltdowns That Defined a Nation
Nations, Scott
Paperback
The Rules That Make Us: How Culture Shapes the Way We Act, Think, Believe, and Buy
Sweet, Oliver
Hardcover
Broken Money: Why Our Financial System is Failing Us and How We Can Make it Better
Alden, Lyn
Paperback
Your Retirement Sketchbook: 125 Retirement Planning Lessons from Financial Experts
Hopkins, Jamie P.
Treichel, Bonnie
Paperback
The Customer Service Survival Kit: What to Say to Defuse Even the Worst Customer Situations
Gallagher, Richard
Paperback
HBR Guide to Buying a Small Business: Think Big, Buy Small, Own Your Own Company
Yudkoff, Royce
Ruback, Richard S.
Paperback
Quality Investing: Owning the Best Companies for the Long Term
Cunningham, Lawrence a.
Eide, Torkell T.
Hargreaves, Patrick
Hardcover
Friends That Invest: Your Guide to Financial Independence Through Shares and Stocks
Kaur, Simran
Paperback
Understanding Living Trusts(R): How You Can Avoid Probate, Keep Control, Save Taxes, and Enjoy Peace of Mind
Schumacher, Vickie
Paperback
Profit First: Transform Your Business from a Cash-Eating Monster to a Money-Making Machine
Michalowicz, Mike
Hardcover
Poor Charlie's Almanack: The Essential Wit and Wisdom of Charles T. Munger
Munger, Charles T.
Paperback
Trading in the Zone: Master the Market with Confidence, Discipline, and a Winning Attitude
Douglas, Mark
Hardcover
Financial Intelligence: A Manager's Guide to Knowing What the Numbers Really Mean
Berman, Karen
Knight, Joe
Hardcover
The Winner's Curse: Behavioral Economics Anomalies, Then and Now
Thaler, Richard H.
Imas, Alex
Hardcover
J.K. Lasser's 1001 Deductions and Tax Breaks 2026: Your Complete Guide to Everything Deductible
Weltman, Barbara
Paperback
The Complete Turtletrader: How 23 Novice Investors Became Overnight Millionaires
Covel, Michael W.
Paperback
The New Money Strategy: The Modern Guide to Rational, Long-Term Investing
Van Der Kolk, Brandon
Hardcover
Alchemy: The Dark Art and Curious Science of Creating Magic in Brands, Business, and Life
Sutherland, Rory
Paperback
Predictably Irrational, Revised and Expanded Edition: The Hidden Forces That Shape Our Decisions
Ariely, Dan
Paperback
Hide Your Assets and Disappear: A Step-By-Step Guide to Vanishing Without a Trace
Pankau, Edmund
Paperback
The Millionaire Next Door: The Surprising Secrets of America's Wealthy
Stanley, Thomas J.
Danko, William D.
Hardcover
Money to Burn: The Unvarnished Truth about Leon Black, Apollo, and the Rise of a New Wall Street
Cohan, William D.
Hardcover
Rich Family Smart Family: Raise Your Family's Financial IQ and Take Control of Your Future
Kiyosaki, Robert
Paperback
Payments Systems in the U.S.: A Guide for the Payments Professional
Benson, Carol Coye
Jones, Russ
Loftesness, Scott
Paperback
Anti-Fascist Economics: In Defense of Affordability, Dignity, and Democracy
Weber, Isabella
Hardcover
Small Time Operator: How to Start Your Own Business, Keep Your Books, Pay Your Taxes, and Stay Out of Trouble
Kamoroff, Bernard B.
Paperback
Finance Equations & Answers: A Quickstudy Laminated Reference Guide
Florida Institute of Finance
Other
Financial Literacy for All: Disrupting Struggle, Advancing Financial Freedom, and Building a New American Middle Class
Bryant, John Hope
Paperback
The Million-Dollar Financial Services Practice: A Proven System for Becoming a Top Producer
Mullen Jr, David J.
Paperback
The Infographic Guide to Personal Finance: A Visual Reference for Everything You Need to Know
Lariviere, Elisabeth
Cagan, Michele
Paperback
Wired on Wall Street: The Rise and Fall of Tipper X, One of the Fbi's Most Prolific Informants
Hardin, Tom
Hardcover
El Dinero No Es El Problema, Tú Lo Eres - Money is Not the Problem Spanish
Douglas, Gary M.
Heer, Dain
Paperback
The Most Important Thing Illuminated: Uncommon Sense for the Thoughtful Investor
Marks, Howard
Hardcover
Investing 101: From Stocks and Bonds to Etfs and Ipos, an Essential Primer on Building a Profitable Portfolio
Cagan, Michele
Hardcover
SEVENTEEN TO MILLIONAIRE You're Seventeen. You're Canadian. You wanna be rich. Let's do this.
Price, Douglas
Paperback
Our Dollar, Your Problem: An Insider's View of Seven Turbulent Decades of Global Finance, and the Road Ahead
Rogoff, Kenneth
Paperback
Stop Making Stupid Investments: 7 Rules to Avoid the Hype and Build Real Wealth
Leiter, David
Hardcover
Sideways: Using the Power of Technical Analysis to Profit in Uncertain Times
Richards, Keith G.
Paperback
Trade Like a Stock Market Wizard: How to Achieve Superperformance in Stocks in Any Market
Minervini, Mark
Hardcover
Easy Money: Cryptocurrency, Casino Capitalism, and the Golden Age of Fraud: The Basis for the Documentary Everyone Is Lying to You for Money
McKenzie, Ben
Silverman, Jacob
Paperback
No Loose Ends: The Smart & Slightly Morbid Guide to Estate Planning & End-Of-Life Tasks
Zuckerman, Adam
Hardcover
The Capital Order: How Economists Invented Austerity and Paved the Way to Fascism
Mattei, Clara E.
Paperback
Best Loser Wins: Why Normal Thinking Never Wins the Trading Game - Written by a High-Stake Day Trader
Hougaard, Tom
Paperback
J.K. Lasser's Small Business Taxes 2026: Your Complete Guide to a Better Bottom Line
Weltman, Barbara
Paperback
Como Gane $2,000,000 En La Bolsa / How I Made $2,000,000 in the Stock Market
Darvas, Nicolas
Paperback
The Mental Game of Trading: A System for Solving Problems with Greed, Fear, Anger, Confidence, and Discipline
Tendler, Jared
Paperback
The Tax and Legal Playbook: Game-Changing Solutions to Your Small Business Questions
Kohler, Mark
Paperback
Fooled by Randomness: The Hidden Role of Chance in Life and in the Markets
Taleb, Nassim Nicholas
Paperback
Fixed: Why Personal Finance Is Broken and How to Make It Work for Everyone
Campbell, John Y.
Ramadorai, Tarun
Hardcover
The Book on Rental Property Investing: How to Create Wealth with Intelligent Buy and Hold Real Estate Investing
Turner, Brandon
Paperback
Mastering Private Equity: Transformation Via Venture Capital, Minority Investments and Buyouts
Prahl, Michael
Zeisberger, Claudia
White, Bowen
Hardcover
The World for Sale: Money, Power, and the Traders Who Barter the Earth's Resources
Blas, Javier
Farchy, Jack
Hardcover
Money and Me: How to Make Your Finances Work Harder for You and Your Family
Clements, Jonathan
Paperback
Layered Money: From Gold and Dollars to Bitcoin and Central Bank Digital Currencies
Bhatia, Nik
Paperback
Elliott Wave - Fibonacci High Probability Trading: Master The Wave Principle and Market Timing With Proven Strategies
Sanders, Jarrod
Paperback
Maximize Your Retirement: The Only Book You'll Ever Need to Retire Prosperous and Worry-Free
Oh, Jae
Paperback
A Richer Retirement: Supercharging the 4% Rule to Spend More and Enjoy More
Bengen, William P.
Hardcover
How Not to Invest: The Ideas, Numbers, and Behaviors That Destroy Wealth--And How to Avoid Them
Ritholtz, Barry
Hardcover
Our Dollar, Your Problem: An Insider's View of Seven Turbulent Decades of Global Finance, and the Road Ahead
Rogoff, Kenneth
Hardcover
Covered Calls for Beginners: A Risk-Free Way to Collect "Rental Income" Every Single Month on Stocks You Already Own
Publications, Freeman
Paperback
You Can Be a Stock Market Genius: Uncover the Secret Hiding Places of Stock Market Profits
Greenblatt, Joel
Paperback
The Accounting Game: Basic Accounting Fresh from the Lemonade Stand
Mullis, Darrell
Orloff, Judith
Paperback
Masters of the Universe: Winning Strategies of America's Greatest Dealmakers
Kadlec, Daniel J.
Paperback
Your Perfect Portfolio: The Ultimate Guide to Using the World's Most Powerful Investing Strategies
Roche, Cullen
Paperback
Beyond the Grave, Revised and Updated Edition: The Right Way and the Wrong Way of Leaving Money to Your Children (and Others)
Condon, Jeffery L.
Paperback