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Equity Valuation with Machine Learning: A Comprehensive Guide: Predictive Modeling, Feature Engineering, and Systematic Pricing for Next-Generation In
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Publisher: Independently Published
Published: Dec 12 2025
Pages: 380
Weight: 1.12
Height: 0.78 Width: 6.00 Depth: 9.00
Language: English
Equity markets have entered a new era where traditional valuation alone is no longer sufficient. Machine learning has expanded the investor's toolkit, enabling systematic extraction of nonlinear signals, rapid feature experimentation, and adaptive models that respond to real-time market conditions. This book brings together modern data science techniques and institutional-grade finance practice to build a complete framework for ML-driven equity valuation.
Readers will learn how to design end-to-end workflows that combine rigorous data engineering, predictive modeling, and robust validation to produce actionable price estimates and factor insights. The book explores supervised and unsupervised learning techniques, advanced feature engineering for equities, alternative data integration, model explainability, and portfolio-ready deployment patterns used by leading quant funds. It emphasizes methodical structure, statistical discipline, and a repeatable research process for scaling intelligent valuation systems.
By the end, investors and analysts will be equipped to build dynamic ranking models, forecast relative value, uncover hidden drivers of returns, and construct ML-enhanced selection strategies capable of competing in modern markets. Designed for professionals, researchers, and systematic traders, this volume offers a powerful foundation for anyone seeking to elevate equity valuation into a scientific, data-driven discipline.
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Treichel, Bonnie
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Financial Intelligence: A Manager's Guide to Knowing What the Numbers Really Mean
Berman, Karen
Knight, Joe
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Imas, Alex
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Predictably Irrational, Revised and Expanded Edition: The Hidden Forces That Shape Our Decisions
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Pankau, Edmund
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Money to Burn: The Unvarnished Truth about Leon Black, Apollo, and the Rise of a New Wall Street
Cohan, William D.
Hardcover
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Kiyosaki, Robert
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Hardcover
The Millionaire Next Door: The Surprising Secrets of America's Wealthy
Danko, William D.
Stanley, Thomas J.
Hardcover
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Florida Institute of Finance
Other
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Heer, Dain
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Cagan, Michele
Lariviere, Elisabeth
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Cagan, Michele
Hardcover
Our Dollar, Your Problem: An Insider's View of Seven Turbulent Decades of Global Finance, and the Road Ahead
Rogoff, Kenneth
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Hardcover
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Price, Douglas
Paperback
Trade Like a Stock Market Wizard: How to Achieve Superperformance in Stocks in Any Market
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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
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Hardcover
Maximize Your Retirement: The Only Book You'll Ever Need to Retire Prosperous and Worry-Free
Oh, Jae
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The Capital Order: How Economists Invented Austerity and Paved the Way to Fascism
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Best Loser Wins: Why Normal Thinking Never Wins the Trading Game - Written by a High-Stake Day Trader
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J.K. Lasser's Small Business Taxes 2026: Your Complete Guide to a Better Bottom Line
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The Mental Game of Trading: A System for Solving Problems with Greed, Fear, Anger, Confidence, and Discipline
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Fixed: Why Personal Finance Is Broken and How to Make It Work for Everyone
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Campbell, John Y.
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Zeisberger, Claudia
White, Bowen
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The World for Sale: Money, Power, and the Traders Who Barter the Earth's Resources
Blas, Javier
Farchy, Jack
Hardcover
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Clements, Jonathan
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Sanders, Jarrod
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Orloff, Judith
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Bengen, William P.
Hardcover
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Publications, Freeman
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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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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.
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Masters of the Universe: Winning Strategies of America's Greatest Dealmakers
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Our Dollar, Your Problem: An Insider's View of Seven Turbulent Decades of Global Finance, and the Road Ahead
Rogoff, Kenneth
Hardcover