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Quantitative Trading Strategies with Python: Implementing Econometrics, Machine Learning, and Algorithmic Execution
Paperback
Investing & FinanceProgramming
Publisher: Independently Published
Published: Jun 25 2026
Pages: 450
Weight: 1.19
Height: 1.12 Width: 6.00 Depth: 9.00
Language: English
Discover the power of data-driven trading with Quantitative Trading Strategies with Python. Whether you're a seasoned quant, aspiring algorithmic trader, or Python developer looking to break into finance, this practical guide delivers battle-tested techniques to design, backtest, and deploy profitable trading systems in today's competitive markets.
Master the full quantitative trading pipeline:
- Econometrics Foundations: Build robust statistical models using OLS, ARIMA, GARCH, cointegration, and regime-switching frameworks to identify market inefficiencies and forecast volatility.
- Machine Learning for Alpha Generation: Implement supervised and unsupervised algorithms, including random forests, gradient boosting, LSTM networks, and reinforcement learning, to discover hidden patterns and adaptive trading signals.
- Algorithmic Execution: Engineer high-performance execution engines with vectorized backtesting (pandas & NumPy), event-driven simulations (Backtrader & Zipline), risk management overlays, and low-latency order routing strategies.
- End-to-End System Design: Combine econometrics, ML, and execution into production-ready strategies with walk-forward optimization, Monte Carlo simulations, transaction cost modeling, and portfolio optimization.
Packed with complete, ready-to-run Python code (GitHub repository included), real-world market data examples, and clear explanations, this book bridges theory and practice. Learn how to avoid common pitfalls like overfitting, survivorship bias, and curve-fitting while implementing institutional-grade risk controls and performance attribution.
Perfect for:
- Quantitative analysts and traders seeking to systematize their edge
- Python developers entering fintech and hedge funds
- Students and researchers in financial engineering
- Anyone ready to move beyond discretionary trading into automated, data-driven profits
Vincent Bisette draws on years of hands-on experience in quantitative research and algorithmic trading to provide clear, actionable insights that translate directly into trading performance.
Take your trading to the next level, turn data into consistent alpha with Python. Start building sophisticated quantitative strategies today.
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Financial Intelligence: A Manager's Guide to Knowing What the Numbers Really Mean
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Profit First: Transform Your Business from a Cash-Eating Monster to a Money-Making Machine
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Imas, Alex
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The New Money Strategy: The Modern Guide to Rational, Long-Term Investing
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Payments Systems in the U.S.: A Guide for the Payments Professional
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Predictably Irrational, Revised and Expanded Edition: The Hidden Forces That Shape Our Decisions
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Rich Family Smart Family: Raise Your Family's Financial IQ and Take Control of Your Future
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The Currencies of Wellness: A Field Guide to the Unexpected Ways Brands Can Shape Everyday Well-Being
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Hide Your Assets and Disappear: A Step-By-Step Guide to Vanishing Without a Trace
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The Million-Dollar Financial Services Practice: A Proven System for Becoming a Top Producer
Mullen Jr, David J.
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The Most Important Thing Illuminated: Uncommon Sense for the Thoughtful Investor
Marks, Howard
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The Complete Turtletrader: How 23 Novice Investors Became Overnight Millionaires
Covel, Michael W.
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Maximize Your Retirement: The Only Book You'll Ever Need to Retire Prosperous and Worry-Free
Oh, Jae
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J.K. Lasser's 1001 Deductions and Tax Breaks 2026: Your Complete Guide to Everything Deductible
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Our Dollar, Your Problem: An Insider's View of Seven Turbulent Decades of Global Finance, and the Road Ahead
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No Loose Ends: The Smart & Slightly Morbid Guide to Estate Planning & End-Of-Life Tasks
Zuckerman, Adam
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The Millionaire Next Door: The Surprising Secrets of America's Wealthy
Danko, William D.
Stanley, Thomas J.
Hardcover
Wired on Wall Street: The Rise and Fall of Tipper X, One of the Fbi's Most Prolific Informants
Hardin, Tom
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The Infographic Guide to Personal Finance: A Visual Reference for Everything You Need to Know
Cagan, Michele
Lariviere, Elisabeth
Paperback
Stop Making Stupid Investments: 7 Rules to Avoid the Hype and Build Real Wealth
Leiter, David
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Best Loser Wins: Why Normal Thinking Never Wins the Trading Game - Written by a High-Stake Day Trader
Hougaard, Tom
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The Tax and Legal Playbook: Game-Changing Solutions to Your Small Business Questions
Kohler, Mark
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Financial Literacy for All: Disrupting Struggle, Advancing Financial Freedom, and Building a New American Middle Class
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Investing 101: From Stocks and Bonds to Etfs and Ipos, an Essential Primer on Building a Profitable Portfolio
Cagan, Michele
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Trade Like a Stock Market Wizard: How to Achieve Superperformance in Stocks in Any Market
Minervini, Mark
Hardcover
El Dinero No Es El Problema, Tú Lo Eres - Money is Not the Problem Spanish
Heer, Dain
Douglas, Gary M.
Paperback
Finance Equations & Answers: A Quickstudy Laminated Reference Guide
Florida Institute of Finance
Other
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
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The Capital Order: How Economists Invented Austerity and Paved the Way to Fascism
Mattei, Clara E.
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SEVENTEEN TO MILLIONAIRE You're Seventeen. You're Canadian. You wanna be rich. Let's do this.
Price, Douglas
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Sideways: Using the Power of Technical Analysis to Profit in Uncertain Times
Richards, Keith G.
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The Mental Game of Trading: A System for Solving Problems with Greed, Fear, Anger, Confidence, and Discipline
Tendler, Jared
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Masters of the Universe: Winning Strategies of America's Greatest Dealmakers
Kadlec, Daniel J.
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Mastering Private Equity: Transformation Via Venture Capital, Minority Investments and Buyouts
Zeisberger, Claudia
White, Bowen
Prahl, Michael
Hardcover
Investment Valuation, University Edition: Tools and Techniques for Determining the Value of Any Asset
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J.K. Lasser's 1001 Deductions and Tax Breaks 2027: Your Complete Guide to Everything Deductible
Weltman, Barbara
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The World for Sale: Money, Power, and the Traders Who Barter the Earth's Resources
Blas, Javier
Farchy, Jack
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J.K. Lasser's Small Business Taxes 2026: Your Complete Guide to a Better Bottom Line
Weltman, Barbara
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Fooled by Randomness: The Hidden Role of Chance in Life and in the Markets
Taleb, Nassim Nicholas
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The Book on Rental Property Investing: How to Create Wealth with Intelligent Buy and Hold Real Estate Investing
Turner, Brandon
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Money and Me: How to Make Your Finances Work Harder for You and Your Family
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Elliott Wave - Fibonacci High Probability Trading: Master The Wave Principle and Market Timing With Proven Strategies
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Bhatia, Nik
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Fixed: Why Personal Finance Is Broken and How to Make It Work for Everyone
Ramadorai, Tarun
Campbell, John Y.
Hardcover
The Accounting Game: Basic Accounting Fresh from the Lemonade Stand
Orloff, Judith
Mullis, Darrell
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You Can Be a Stock Market Genius: Uncover the Secret Hiding Places of Stock Market Profits
Greenblatt, Joel
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A Richer Retirement: Supercharging the 4% Rule to Spend More and Enjoy More
Bengen, William P.
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Financial Statements: A Step-By-Step Guide to Understanding and Creating Financial Reports (Over 200,000 Copies Sold!)
Ittelson, Thomas
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