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Alternative Data and Machine Learning in Equity Investing: Methods, Signals, and Data Strategies
Paperback
Publisher: Independently Published
Published: Jun 3 2026
Pages: 400
Weight: 1.06
Height: 0.99 Width: 6.00 Depth: 9.00
Language: English
This book explores the practical application of alternative data and machine learning techniques in equity investing.
It examines how investors and analysts source, process, and analyze non-traditional datasets - including web data, satellite imagery, credit card transactions, shipping data, and more - to generate investment signals. The text covers key technical approaches such as data scraping methodologies, feature engineering, and the implementation of machine learning models specifically tailored for equity market analysis.
Readers will find detailed discussions on data acquisition, cleaning, and integration with traditional financial data, along with real-world case studies and methodological frameworks. The book emphasizes the technical and operational realities of working with alternative data, including challenges related to data quality, regulatory considerations, and model validation.
Whether you are a quantitative researcher, data scientist, or investment professional, this book provides a structured overview of the tools, techniques, and processes used at the intersection of alternative data and machine learning in modern equity investing.
Key topics include:
- Alternative data sources and their investment applications
- Data scraping and collection methods
- Machine learning models for signal extraction
- Feature engineering and model validation
- Practical implementation considerations
This book is for educational and informational purposes only and does not constitute investment advice.
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Eide, Torkell T.
Hardcover
The Tax and Legal Playbook: Game-Changing Solutions to Your Small Business Questions
Kohler, Mark
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
The Most Important Thing Illuminated: Uncommon Sense for the Thoughtful Investor
Marks, Howard
Hardcover
Broken Money: Why Our Financial System is Failing Us and How We Can Make it Better
Alden, Lyn
Paperback
Friends That Invest: Your Guide to Financial Independence Through Shares and Stocks
Kaur, Simran
Paperback
Predictably Irrational, Revised and Expanded Edition: The Hidden Forces That Shape Our Decisions
Ariely, Dan
Paperback
Investing 101: From Stocks and Bonds to Etfs and Ipos, an Essential Primer on Building a Profitable Portfolio
Cagan, Michele
Hardcover
Trading in the Zone: Master the Market with Confidence, Discipline, and a Winning Attitude
Douglas, Mark
Hardcover
Trade Like a Stock Market Wizard: How to Achieve Superperformance in Stocks in Any Market
Minervini, Mark
Hardcover
Fooled by Randomness: The Hidden Role of Chance in Life and in the Markets
Taleb, Nassim Nicholas
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
Our Dollar, Your Problem: An Insider's View of Seven Turbulent Decades of Global Finance, and the Road Ahead
Rogoff, Kenneth
Paperback
The Boring Business Revolution: Why the Next Generation of Millionaires Won't Build Businesses. They'll Buy Them.
Newerls, Ramel
Hardcover
The New Money Strategy: The Modern Guide to Rational, Long-Term Investing
Van Der Kolk, Brandon
Hardcover
The Currencies of Wellness: A Field Guide to the Unexpected Ways Brands Can Shape Everyday Well-Being
Nichols, Tricia
Paperback
The Investing Mind: A Guide to the Principles and Processes of Successful Investing
Mauboussin, Michael J.
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
The Million-Dollar Financial Services Practice: A Proven System for Becoming a Top Producer
Mullen Jr, David J.
Paperback
Stop Making Stupid Investments: 7 Rules to Avoid the Hype and Build Real Wealth
Leiter, David
Hardcover
The Millionaire Next Door: The Surprising Secrets of America's Wealthy
Stanley, Thomas J.
Danko, William D.
Hardcover
Payments Systems in the U.S.: A Guide for the Payments Professional
Loftesness, Scott
Benson, Carol Coye
Jones, Russ
Paperback
Masters of the Universe: Winning Strategies of America's Greatest Dealmakers
Kadlec, Daniel J.
Paperback
Our Dollar, Your Problem: An Insider's View of Seven Turbulent Decades of Global Finance, and the Road Ahead
Rogoff, Kenneth
Hardcover
Sideways: Using the Power of Technical Analysis to Profit in Uncertain Times
Richards, Keith G.
Paperback
The Winner's Curse: Behavioral Economics Anomalies, Then and Now
Imas, Alex
Thaler, Richard H.
Hardcover
The Capital Order: How Economists Invented Austerity and Paved the Way to Fascism
Mattei, Clara E.
Paperback
The Lords of Easy Money: How the Federal Reserve Broke the American Economy
Leonard, Christopher
Paperback
Wired on Wall Street: The Rise and Fall of Tipper X, One of the Fbi's Most Prolific Informants
Tom Hardin
Hardcover
Financial Literacy for All: Disrupting Struggle, Advancing Financial Freedom, and Building a New American Middle Class
Bryant, John Hope
Paperback
The Mental Game of Trading: A System for Solving Problems with Greed, Fear, Anger, Confidence, and Discipline
Tendler, Jared
Paperback
Understanding Living Trusts(R): How You Can Avoid Probate, Keep Control, Save Taxes, and Enjoy Peace of Mind
Schumacher, Vickie
Paperback
Rich Family Smart Family: Raise Your Family's Financial IQ and Take Control of Your Future
Kiyosaki, Robert
Paperback
Why Does The Stock Market Go Up?: Everything You Should Have Been Taught About Investing In School, But Weren't
Feroldi, Brian
Paperback
Investment Valuation, University Edition: Tools and Techniques for Determining the Value of Any Asset
Damodaran, Aswath
Paperback
SEVENTEEN TO MILLIONAIRE You're Seventeen. You're Canadian. You wanna be rich. Let's do this.
Price, Douglas
Paperback
Mastering Private Equity: Transformation Via Venture Capital, Minority Investments and Buyouts
Zeisberger, Claudia
White, Bowen
Prahl, Michael
Hardcover
The Madness of Markets: Why Smart Investors Make Crazy Decisions--And How to Exploit Them
Edmans, Alex
Hardcover
The Little Book of Valuation: How to Value a Company, Pick a Stock, and Profit
Damodaran, Aswath
Hardcover
You Can Be a Stock Market Genius: Uncover the Secret Hiding Places of Stock Market Profits
Greenblatt, Joel
Paperback
The Complete Turtletrader: How 23 Novice Investors Became Overnight Millionaires
Covel, Michael W.
Paperback
The World for Sale: Money, Power, and the Traders Who Barter the Earth's Resources
Farchy, Jack
Blas, Javier
Hardcover
The All-Weather Retirement Portfolio: Your Post-Retirement Investment Guide to a Worry-Free Income for Life
Thurman, Randy L.
Hardcover
The Book on Rental Property Investing: How to Create Wealth with Intelligent Buy and Hold Real Estate Investing
Turner, Brandon
Paperback
As a Man Thinketh Complete and Annotated Includes Commentary, Historical Context and the Life of James Allen
Allen, James
D. Orwell, Ollie
Paperback