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Building Your First Algorithmic Trading System in Python: Step-by-Step from Idea to Live Trading
Paperback
Business GeneralInvesting & Finance
Publisher: Independently Published
Published: Jun 5 2026
Pages: 570
Weight: 1.50
Height: 1.41 Width: 6.00 Depth: 9.00
Language: English
Are you ready to move beyond manual trading and build your own algorithmic trading system?
Building Your First Algorithmic Trading System in Python takes you through the complete process of creating, testing, and deploying your first automated trading system, from initial concept to live market execution.
This practical guide is designed for Python developers, aspiring quantitative traders, and programmers with little to no prior experience in algorithmic trading. You will follow a clear, sequential path that mirrors real-world development:
- Turning trading ideas into testable strategies
- Working with market data and key Python libraries
- Building backtesting frameworks to evaluate performance
- Implementing risk management and position sizing rules
- Moving from simulation to paper trading
- Transitioning to live trading with proper execution and monitoring
Each chapter builds directly on the previous one, providing working code examples, clear explanations, and practical considerations at every stage. You'll learn how to avoid common pitfalls that trip up new algo traders and how to maintain and improve your system once it's live.
Whether you're looking to systematize your existing trading approach or explore algorithmic trading for the first time, this book offers a structured, hands-on foundation in Python.
Note: Algorithmic trading involves significant risk of loss. Past performance does not guarantee future results. This book is for educational purposes and does not constitute financial advice.
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How to Be a Rich Old Lady: Your Guide to Easy Investing, Building Wealth, and Creating the Wild, Beautiful Life You Want
Holden, Amanda
Hardcover
The Goal: 40th Anniversary Edition: A Process of Ongoing Improvement
Cox, Jeff
Goldratt, Eliyahu M.
Paperback
Take Breaks, Work Better: Measure Impact, Not Hours, and Transform Your Profitability
Briggs, John
Paperback
Money Unlocked: How to Make It, Keep It and Multiply It: The New York Times Bestseller
Lee, John
Paperback
Crucial Conversations: Tools for Talking When Stakes Are High
Grenny, Joseph
McMillan, Ron
Patterson, Kerry
Paperback
The Freedom-Based Business Method: Reset, Systemize, and Realign Your Business to Live a Life of Harmony
Ellis, Natalie
Hardcover
The Courage to Commit: Embrace the Radical Power of Sticking with Something
East, Andrew
Johnson, Shawn
Hardcover
Hbr's 10 Must Reads on Leadership, Updated and Expanded (Featuring Begin with Trust by Frances X. Frei and Anne Morriss)
Edmondson, Amy C.
Ibarra, Herminia
Review, Harvard Business
Paperback
The Infinity Machine: Demis Hassabis, Deepmind, and the Quest for Superintelligence
Mallaby, Sebastian
Hardcover
Who Moved My Cheese?: An A-Mazing Way to Deal with Change in Your Work and in Your Life
Johnson, Spencer
Hardcover
How We Could: The Framework to Lead Without Drama, Build Alignment, and Call Teams to Greatness
Dorr, Alex
Hardcover
The Daily Stoic: 366 Meditations on Wisdom, Perseverance, and the Art of Living
Hanselman, Stephen
Holiday, Ryan
Hardcover
7-Figure Educator: Turn Your Experience as an Educator Into Income, Impact, and Freedom
Jordan-Thomas, Erica
Paperback
The Millionaire Next Door: The Surprising Secrets of America's Wealthy
Danko, William D., PH. D.
Stanley, Thomas J., PH. D.
Paperback
Dummies Guide to Starting Your Own Business: Essential Steps to Launching and Scaling a Successful Small Business Venture
Press, Essywrites
Paperback
The Overthinker's Guide to Making Decisions: How to Make Decisions Without Losing Your Mind
Nguyen, Joseph
Hardcover
What the Heck Is Eos?: A Complete Guide for Employees in Companies Running on EOS
Bouwer, Tom
Wickman, Gino
Hardcover
The Coaching Habit: Say Less, Ask More, and Change the Way You Lead Forever
Stanier, Michael Bungay
Paperback
Confidence (HBR Emotional Intelligence Series)
Kanter, Rosabeth Moss
Chamorro-Premuzic, Tomas
Review, Harvard Business
Paperback
Stop Asking for Referrals: Build a Magnetic Business Through Intentional Care & Real Relationships
McNally, Flor de Maria
Paperback
I Will Teach You to Be Rich: No Guilt. No Excuses. Just a 6-Week Program That Works (Second Edition)
Sethi, Ramit
Paperback
Get Scalable: The Operating System Your Business Needs To Run and Scale Without You
Deiss, Ryan
Paperback
Never Split the Difference: Negotiating as If Your Life Depended on It
Raz, Tahl
Voss, Chris
Hardcover
The Mom Test: How to talk to customers & learn if your business is a good idea when everyone is lying to you
Fitzpatrick, Rob
Paperback
Building Great Businesses: Create Momentum, Overcome Setbacks, and Scale with Confidence
Becker, Scott
Hardcover
Hábitos Atómicos: Cambios Pequeños, Resultados Extraordinarios / Atomic Habits
Clear, James
Paperback
A Guide to the Project Management Body of Knowledge (Pmbok(r) Guide) -- Eighth Edition and the Standard for Project Management
Project Management Institute
Paperback
Influence and Persuasion (HBR Emotional Intelligence Series)
Morgan, Nick
Cialdini, Robert B.
Review, Harvard Business
Paperback
Mindful Listening (HBR Emotional Intelligence Series)
Zenger, Jack
Review, Harvard Business
Hougaard, Rasmus
Paperback
A Little More Social: How Small Choices Create Unexpected Happiness, Health, and Connection
Epley, Nicholas
Hardcover
Getting to Yes: Negotiating Agreement Without Giving in
Patton, Bruce
Fisher, Roger
Ury, William
Paperback
Atlas of the Heart: Mapping Meaningful Connection and the Language of Human Experience
Brown, Brené
Hardcover
Expecting Better: Why the Conventional Pregnancy Wisdom Is Wrong--and What You Really Need to Know
Oster, Emily
Paperback
Take It Personal: How to Succeed by Building Relationships and Playing the Long Game
Grutman, David
Hardcover
Power and Impact (HBR Emotional Intelligence Series)
Cable, Dan
Bregman, Peter
Review, Harvard Business
Paperback
The Way of Excellence: A Guide to True Greatness and Deep Satisfaction in a Chaotic World
Stulberg, Brad
Hardcover
Here Comes the Sun: A Last Chance for the Climate and a Fresh Chance for Civilization
McKibben, Bill
Hardcover
Feedback That Works: How to Build and Deliver Your Message, Second Edition
Center for Creative Leadership
Paperback
Happiness (HBR Emotional Intelligence Series)
Gilbert, Daniel
Review, Harvard Business
McKee, Annie
Paperback
Hbr's 10 Must Reads on Strategy, Updated and Expanded (Featuring the Five Competitive Forces That Shape Strategy by Michael E. Porter)
Porter, Michael E.
Kim, W. Chan
Review, Harvard Business
Paperback
Mindfulness (HBR Emotional Intelligence Series)
Langer, Ellen
Goleman, Daniel
Review, Harvard Business
Paperback
Hbr's 10 Must Reads on High Performance, Updated and Expanded (Featuring Nine Things Successful People Do Differently by Heidi Grant)
Grant, Heidi
Goleman, Daniel
Review, Harvard Business
Paperback
Crucial Accountability: Proven Skills to Build Trust, Address Disappointment, and Get Results, Third Edition
Grenny, Joseph
Hale, Justin
Patterson, Kerry
Hardcover
Hbr's 10 Must Reads on Managing People, Updated and Expanded (Featuring Are You a Good Boss--Or a Great One? by Linda A. Hill and Kent Lineback)
Goleman, Daniel
Hill, Linda A.
Review, Harvard Business
Paperback
The Wisdom and Wealth Solution: Unlocking the Secrets of Happiness, Purpose, and Financial Security with Living360
Ansari, Feroz
Hardcover
Dirtbag Billionaire: How Yvon Chouinard Built Patagonia, Made a Fortune, and Gave It All Away
Gelles, David
Hardcover
Beyond Belief: The Science-Backed Way to Stop Limiting Yourself and Achieve Breakthrough Results
Eyal, Nir
Hardcover
Bonfire of the Murdochs: How the Epic Fight to Control the Last Great Media Dynasty Broke a Family -- And the World
Sherman, Gabriel
Hardcover
The Obstacle Is the Way Expanded 10th Anniversary Edition: The Timeless Art of Turning Trials Into Triumph
Holiday, Ryan
Hardcover
The Phoenix Project: A Novel about It, Devops, and Helping Your Business Win
Spafford, George
Kim, Gene
Behr, Kevin
Paperback
The Algorithm: The Hypergrowth Formula That Transformed Tesla, Lululemon, General Motors, and Spacex
McNeill, Jon
Hardcover
The Millionaire Fastlane: Crack the Code to Wealth and Live Rich for a Lifetime!
DeMarco, M. J.
Paperback
The Mushroom at the End of the World: On the Possibility of Life in Capitalist Ruins
Tsing, Anna Lowenhaupt
Paperback