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Feature Engineering for Trading: Methods for Building Predictive Trading Signals From Market Data
Paperback
Publisher: Independently Published
Published: Feb 10 2026
Pages: 456
Weight: 1.20
Height: 1.13 Width: 6.00 Depth: 9.00
Language: English
Market data is noisy, fragmented, and often misleading at the raw level. The real edge in systematic trading comes from how data is structured, transformed, and represented before it ever reaches a model. Feature engineering is the layer where statistical insight becomes trading signal.
Feature Engineering for Trading provides a practical, implementation-focused framework for transforming raw market data into structured, model-ready inputs used in modern quantitative trading, portfolio analytics, and financial machine learning pipelines.
This book walks through the full lifecycle of trading feature development, from raw data ingestion through signal construction, validation, and production deployment. Instead of focusing on theory alone, it emphasizes repeatable methods used in real-world trading systems where data quality, latency, regime shifts, and model stability matter.
Inside, you will learn how to:
- Transform price, volume, and order flow data into structured model features
- Build volatility, momentum, microstructure, and regime classification features
- Design time-series safe transformations that avoid look-ahead bias
- Engineer cross-asset and macro-context features for multi-factor models
- Evaluate feature stability across market regimes and structural breaks
- Integrate engineered features into machine learning and statistical trading models
- Design feature pipelines that scale to institutional-grade data environments
The book balances quantitative rigor with practical system design, making it useful for both research and production environments. Examples focus on trading-relevant data structures and realistic modeling workflows rather than abstract machine learning demonstrations.
This is not a black box AI trading book. It is a blueprint for building the data layer that professional trading models depend on.
Ideal for:
Quantitative traders, financial data scientists, systematic portfolio managers, and developers building trading research or production alpha pipelines.
Whether you are designing your first trading model or scaling a mature research stack, this book provides the methods needed to turn market data into structured, testable, and production-ready predictive signals.
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Investing 101: From Stocks and Bonds to Etfs and Ipos, an Essential Primer on Building a Profitable Portfolio
Cagan, Michele
Hardcover
J.K. Lasser's Your Income Tax 2027: For Preparing Your 2026 Tax Return
J K Lasser Institute
Paperback
Sideways: Using the Power of Technical Analysis to Profit in Uncertain Times
Richards, Keith G.
Paperback
The Million-Dollar Financial Services Practice: A Proven System for Becoming a Top Producer
Mullen Jr, David J.
Paperback
SEVENTEEN TO MILLIONAIRE You're Seventeen. You're Canadian. You wanna be rich. Let's do this.
Price, Douglas
Paperback
J.K. Lasser's Small Business Taxes 2026: Your Complete Guide to a Better Bottom Line
Weltman, Barbara
Paperback
The Most Important Thing Illuminated: Uncommon Sense for the Thoughtful Investor
Marks, Howard
Hardcover
El Dinero No Es El Problema, Tú Lo Eres - Money is Not the Problem Spanish
Heer, Dain
Douglas, Gary M.
Paperback
Financial Literacy for All: Disrupting Struggle, Advancing Financial Freedom, and Building a New American Middle Class
Bryant, John Hope
Paperback
No Loose Ends: The Smart & Slightly Morbid Guide to Estate Planning & End-Of-Life Tasks
Zuckerman, Adam
Hardcover
The Infographic Guide to Personal Finance: A Visual Reference for Everything You Need to Know
Lariviere, Elisabeth
Cagan, Michele
Paperback
Payments Systems in the U.S.: A Guide for the Payments Professional
Loftesness, Scott
Benson, Carol Coye
Jones, Russ
Paperback
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
The Capital Order: How Economists Invented Austerity and Paved the Way to Fascism
Mattei, Clara E.
Paperback
Trade Like a Stock Market Wizard: How to Achieve Superperformance in Stocks in Any Market
Minervini, Mark
Hardcover
Fixed: Why Personal Finance Is Broken and How to Make It Work for Everyone
Ramadorai, Tarun
Campbell, John Y.
Hardcover
Stop Making Stupid Investments: 7 Rules to Avoid the Hype and Build Real Wealth
Leiter, David
Hardcover
Our Dollar, Your Problem: An Insider's View of Seven Turbulent Decades of Global Finance, and the Road Ahead
Rogoff, Kenneth
Paperback
The Book on Rental Property Investing: How to Create Wealth with Intelligent Buy and Hold Real Estate Investing
Turner, Brandon
Paperback
Como Gane $2,000,000 En La Bolsa / How I Made $2,000,000 in the Stock Market
Darvas, Nicolas
Paperback
Layered Money: From Gold and Dollars to Bitcoin and Central Bank Digital Currencies
Bhatia, Nik
Paperback
Best Loser Wins: Why Normal Thinking Never Wins the Trading Game - Written by a High-Stake Day Trader
Hougaard, Tom
Paperback
The World for Sale: Money, Power, and the Traders Who Barter the Earth's Resources
Farchy, Jack
Blas, Javier
Hardcover
The Mental Game of Trading: A System for Solving Problems with Greed, Fear, Anger, Confidence, and Discipline
Tendler, Jared
Paperback
Fooled by Randomness: The Hidden Role of Chance in Life and in the Markets
Taleb, Nassim Nicholas
Paperback
A Richer Retirement: Supercharging the 4% Rule to Spend More and Enjoy More
Bengen, William P.
Hardcover
Elliott Wave - Fibonacci High Probability Trading: Master The Wave Principle and Market Timing With Proven Strategies
Sanders, Jarrod
Paperback
Money and Me: How to Make Your Finances Work Harder for You and Your Family
Clements, Jonathan
Paperback
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
Masters of the Universe: Winning Strategies of America's Greatest Dealmakers
Kadlec, Daniel J.
Paperback
Mastering Private Equity: Transformation Via Venture Capital, Minority Investments and Buyouts
Prahl, Michael
Zeisberger, Claudia
White, Bowen
Hardcover
Covered Calls for Beginners: A Risk-Free Way to Collect "Rental Income" Every Single Month on Stocks You Already Own
Publications, Freeman
Paperback
The Accounting Game: Basic Accounting Fresh from the Lemonade Stand
Orloff, Judith
Mullis, Darrell
Paperback
The Trauma of Money: Mapping Compassionate Pathways to Healing Financial Trauma and Disempowering Financial Shame
Chapman, Chantel
Hardcover
You Can Be a Stock Market Genius: Uncover the Secret Hiding Places of Stock Market Profits
Greenblatt, Joel
Paperback
Your Perfect Portfolio: The Ultimate Guide to Using the World's Most Powerful Investing Strategies
Roche, Cullen
Paperback
Profit First For Lawyers: Transform Your Law Firm from a Cash-Eating Monster to a Money-Making Machine
Robins, RJon
Hardcover
Maximize Your Retirement: The Only Book You'll Ever Need to Retire Prosperous and Worry-Free
Oh, Jae
Paperback
The Physics of Wall Street: A Brief History of Predicting the Unpredictable
Weatherall, James Owen
Paperback
The Psychology of Selling: How to Sell More, Easier, and Faster Than You Ever Thought Possible
Tracy, Brian
Paperback
The Lords of Easy Money: How the Federal Reserve Broke the American Economy
Leonard, Christopher
Paperback