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Tompkins J: Coded Capital

Coded Capital

The Secretive World of AI Trading - and How to Profit From It

Independently published

Quiet Compounding: How Regional Banks Build Shareholder Wealth explains how well-run regional banks can become powerful long-term compounding machines. The book shows that the core economics of banking are relatively simple: gather stable deposits, lend conservatively, earn an attractive spread, control expenses, retain part of the profits, and reinvest those earnings at good returns. The strongest banks distinguish themselves through durable deposit franchises, disciplined underwriting, efficient operations, prudent capital levels, and an ability to survive difficult credit and interest-rate cycles without permanently impairing shareholder capital.The book also emphasizes that growth alone does not create wealth. Investors should focus on per-share results such as earnings per share, tangible book value per share, dividends, and changes in share count. It explains how management quality, geographic positioning, credit culture, and capital allocation can determine whether a bank compounds value or destroys it. Special attention is given to dividends, stock buybacks, and acquisitions, showing how each can create significant shareholder value when used intelligently-or cause lasting damage when driven by excessive optimism, poor pricing, or empire building.Ultimately, the book presents a framework for identifying regional banks that can quietly build wealth over decades. Rather than trying to predict every interest-rate move or economic cycle, investors are encouraged to seek institutions with strong funding, conservative lending, resilient capital, attractive returns on tangible equity, capable management, and sensible valuations. The central lesson is that extraordinary long-term returns often come not from dramatic growth, but from thousands of prudent decisions repeated consistently-protecting capital, reinvesting intelligently, and allowing compounding to do the heavy lifting.

How Regional Banks Build Shareholder Wealth

Quiet Compounding

BACKTESTING TRADING SYSTEMS LIKE A PROFESSIONAL

Test your trading systems like a professional and learn how to transform trading ideas into disciplined, data-driven strategies before risking real capital.Many traders enter the markets with confidence, but without proof. They rely on intuition, untested signals, random indicators, or strategies that look good on a chart but fail when real money is on the line.Backtesting Trading Systems Like a Professional: Transform Your Trading Strategies with Robust Backtesting Techniques gives traders a practical framework for testing, refining, validating, and improving trading systems with greater rigor.This book shows you how to move beyond guesswork and evaluate whether a trading strategy truly has potential across different market conditions, asset classes, volatility regimes, and risk environments.Inside, you will discover how to: <ul><li>Understand the fundamentals of backtesting and why it is essential before live trading</li><li>Gather and prepare reliable market data, including price data, volume data, fundamental data, sentiment data, OHLC data, bid-ask spreads, and historical datasets</li><li>Clean data, handle missing values, detect anomalies, adjust for corporate actions, and avoid misleading backtest results</li><li>Build a robust backtesting framework using strategy logic, simulation engines, performance metrics, reporting tools, and optimization modules</li><li>Design effective trading strategies with clear entry signals, exit rules, stop-losses, position sizing, and risk management</li><li>Perform initial test runs and analyze results using returns, Sharpe ratio, maximum drawdown, benchmarks, alpha, beta, and other key metrics</li><li>Avoid common backtesting mistakes such as overfitting, look-ahead bias, data snooping bias, curve fitting, slippage errors, and ignored transaction costs</li><li>Use advanced evaluation tools including Sortino ratio, Calmar ratio, Information Ratio, drawdown duration, stability measures, and robustness testing</li><li>Optimize trading systems through walk-forward analysis, out-of-sample testing, cross-validation, sensitivity analysis, and controlled parameter tuning</li><li>Stress test strategies against market crashes, volatility spikes, interest rate shocks, geopolitical events, and extreme market scenarios</li><li>Transition from backtesting to paper trading, live testing, real-time monitoring, execution tracking, and gradual deployment</li><li>Create feedback loops for continuous improvement, adaptation, journaling, performance review, and long-term strategy refinement</li></ul>Stop trusting untested strategies. Start validating them.Backtesting is not about creating perfect historical results. It is about asking better questions: Is the data reliable? Are transaction costs included? Does the strategy survive different markets? Is the drawdown acceptable? Is the edge real-or only the result of overfitting?The included 30-Day Action Plan helps readers apply the process step by step: building a foundation, preparing data, designing strategies, running tests, evaluating metrics, optimizing carefully, stress testing, paper trading, monitoring live performance, and improving continuously.This book is ideal for: <ul><li>Traders who want to test strategies before risking capital</li><li>Algorithmic traders, systematic traders, and active investors</li><li>Stock traders, forex traders, futures traders, options traders, ETF traders, and crypto traders</li><li>Readers interested in backtesting, risk management, trading systems, and quantitative trading</li><li>Anyone ready to replace guesswork with evidence-based trading discipline</li></ul>Start reading today and learn how to backtest trading systems with professional structure, clarity, and confidence.KEY WORDS: <ol><li>quantitative trading for beginners</li><li>risk management trading</li><li>systematic trading strategies</li></ol>

Transform Your Trading Strategies with Robust Backtesting Techniques

Create a profitable investment portfolio from scratch with this accessible guide.

While investing is a lucrative means of making money, it can feel confusing and intimidating to amateur traders and investors who lack a financial background. Investing Explained 2e shows you how to take control of your money and make confident, informed investing decisions, whether you're just starting out or refreshing your strategy. 

Using plain language and clear explanations of complex topics, MoneyWeek journalist Matthew Partridge reveals all the ins and outs of the profession, showing how private investors can capitalise on changes in technology, regulation and access to information to make highly profitable investments from the comfort of their own home.

Updated with new chapters on cryptocurrency and ethical investing, this clear, practical guide gives you the tools to invest wisely, avoid common pitfalls and build a strategy that works for you, whatever your level of experience. 

Themes include: investing for beginners, stock market basics, cryptocurrency, ethical investing, financial literacy and DIY investing

The Accessible Guide to Building an Investment Portfolio

Investing Explained

Are you ready to transcend mere adaptation and truly dominate in an AI-driven world? "The AI Advantage: Strategic Playbook For Business Dominance" is not just another book on artificial intelligence; it's your definitive guide to leveraging AI as a fundamental engine for sustained competitive advantage and market leadership. In an era where AI promises to reshape every industry, this playbook provides clarity amidst the hype, offering a direct, actionable path for business leaders to not just survive, but thrive, innovate, and expand their empire. This comprehensive strategic playbook is meticulously crafted for executives, entrepreneurs, and strategists eager to integrate artificial intelligence at the core of their business model. It features an exploration of cutting-edge AI technologies, demystifying complex concepts and presenting them through a lens of strategic business application. The book systematically breaks down how AI can be deployed across various organizational functions - from revolutionizing marketing and sales funnels, optimizing supply chain and operational efficiencies, to enhancing customer experience and accelerating product innovation. It also incorporates practical frameworks for identifying high-impact AI opportunities, assessing organizational readiness, and building data-centric cultures. Crucially, "The AI Advantage" addresses the critical elements of ethical AI deployment, risk management, and fostering a human-AI collaborative workforce, ensuring your strategic initiatives are both powerful and sustainable. Through real-world case studies and actionable step-by-step guides, readers will gain an unparalleled understanding of how to move from conceptual understanding to impactful implementation. The distinct advantage of this playbook lies in its unwavering focus on strategic outcomes rather than just technological capabilities. Unlike generic AI guides, "The AI Advantage" provides a structured methodology to transform AI from a buzzword into your most potent weapon for market differentiation. It empowers leaders to anticipate future market shifts, turning potential disruptions into opportunities for growth and expansion. By presenting a clear roadmap for AI adoption and scale, it eliminates the guesswork often associated with emerging technologies, allowing businesses to make informed, data-backed decisions that drive significant ROI. * **Achieve Sustainable Competitive Advantage: ** Establish unique market positions and capabilities that are difficult for rivals to replicate, ensuring long-term leadership. * **Boost Profitability and Revenue Growth: ** Identify new revenue streams, optimize pricing strategies, and reduce operational costs through intelligent automation and insights. * **Streamline Operations and Enhance Efficiency: ** Automate mundane tasks, optimize resource allocation, and improve decision-making speed and accuracy across all business units. * **Accelerate Innovation and Product Development: ** Leverage AI to predict market needs, personalize offerings, and significantly shorten product development cycles. * **Enhance Customer Satisfaction and Loyalty: ** Deliver hyper-personalized experiences, anticipate customer needs, and improve service delivery for superior engagement. * **Mitigate Risks and Navigate Market Disruptions: ** Develop predictive capabilities to foresee market shifts, identify potential threats, and build robust resilience strategies. * **Future-Proof Your Business Model: ** Architect an agile, AI-powered organization capable of continuous adaptation and evolution in a rapidly changing global landscape. * **Cultivate a Data-Driven Culture: ** Empower your teams with the tools and mindset to leverage data as a strategic asset, fostering a culture of continuous improvement and informed decision-making.

Strategic Playbook For Business Dominance

The Ai Advantage

Silver is one of the most promising metals of the new era-essential to digitalization, artificial intelligence, robotics, and sustainable economic transformation. The sharp breakout in silver prices in 2025 has led investors to ask important questions: How much higher can silver go? Is it too late to invest in silver? To answer this, we must examine a deeper and more fundamental question: What is the true fair value of silver when viewed through global supply-demand dynamics? What forces genuinely drive its price? In this book, we address these questions comprehensively using a systematic methodology-one that will guide you through what may well become the Golden Age of Silver. In this book, we analyse the real forces behind silver prices, combining industrial demand with investor demand, and estimating silver's fair value using fundamental relative pricing against gold, copper, zinc, and lead. Because silver is produced largely as a by-product of other mining operations, its supply is technically constrained and closely linked to the output of other metals. This unique supply structure prevents silver production from increasing simply because demand rises. For example, higher demand for zinc leads to increased zinc production, which in turn yields more silver as a by-product. But when zinc demand is stable, silver supply cannot expand-even if silver demand surges-because only a tiny fraction of silver is extracted relative to the primary metal. In other words, you cannot mine zinc just to obtain more silver, which makes silver fundamentally scarce and structurally under-supplied. Smart investors will recognize that the analysis presented in this book is robust, data-driven, and designed to help you understand what to expect from the silver market over the next decade and beyond. As an investor, your goal is to protect and grow your wealth. Understanding the true supply and demand dynamics-combined with the practical technical analysis introduced in this book-can give you a meaningful edge. With the right knowledge, you can outperform even professional Wall Street portfolio managers with minimal effort and cost.

Investing and Forecasting Fair Value in the AI and Robotics Era

THE GOLDEN AGE OF SILVER

A #1 INTERNATIONAL BESTSELLER ONE OF BARACK OBAMA'S FAVOURITE BOOKS OF 2025NAMED A BEST BOOK OF 2025 IN THE Financial Times, Economist, New Statesman, Bloomberg, TIME, Washington Post and The New York Times 'Superb... brings the great drama to life' Martin Wolf, Financial TimesA spellbinding narrative of the most infamous stock market crash in history one with ripple effects that still shape our society today In 1929, the world watched in shock as the unstoppable Wall Street bull market went into a freefall, wiping out fortunes and igniting a depression that would reshape a generation. But behind the flashing ticker tapes and panicked traders, another drama unfolded-one of visionaries and fraudsters, titans and dreamers, euphoria and ruin.With unparalleled access to historical records and newly uncovered documents, New York Times bestselling author Andrew Ross Sorkin takes readers inside the chaos of the crash, behind the scenes of a raging battle between Wall Street and Washington and the larger-than-life characters whose ambition and naivety in an endless boom led to wreckage. The dizzying highs and brutal lows of this era eerily mirror today's world-where markets soar, political tensions mount, and the fight over financial influence plays out once again.This is not just a story about money. 1929 is a tale of power, psychology, and the seductive illusion that "this time is different." It's about disregarded alarm bells, financiers who fell from grace, and skeptics who saw the crash coming-only to be dismissed until it was too late.Hailed as a landmark book, Too Big to Fail reimagined how financial crises are told. Now, with 1929, Sorkin delivers an immersive, electrifying account of the most pivotal market collapse of all time-with lessons that remain as urgent as ever. More than just a history, 1929 is a crucial blueprint for understanding the cycles of speculation, the forces that drive financial upheaval, and the warning signs we ignore at our peril.*The Atlantic Monthly

Inside the Crash

1929

The Wiley Finance Series

Handbook of Hedge Funds

Reactive PublishingAlgorithmic trading has entered a new era where machine learning models can analyze vast streams of market data, detect subtle patterns, and adapt strategies faster than traditional rule-based systems. The challenge is not simply building models, it is integrating them into trading frameworks that operate reliably in real markets.Machine Learning for Algorithmic Trading with Python provides a structured guide to designing and implementing data-driven trading systems using modern machine learning techniques and Python-based tools.The book moves beyond theory and focuses on practical architecture: how predictive models translate into signals, how strategies are designed around those signals, and how automated systems execute them within real trading environments.Readers will explore how machine learning interacts with market structure, risk management, and portfolio construction while learning how to implement reproducible research pipelines and deploy algorithmic strategies.Inside the book you will learn how to: - Build predictive market models using supervised and unsupervised learning - Prepare financial datasets for machine learning workflows - Design signal pipelines and strategy logic - Integrate machine learning outputs into algorithmic trading frameworks - Evaluate models using walk-forward testing and robust validation techniques - Construct automated trading systems using Python - Manage execution, risk, and portfolio constraints within systematic strategiesThe book uses practical Python examples and focuses on real implementation challenges faced by quantitative traders and developers.It is designed for: - Quantitative traders and systematic investors - Developers building trading algorithms - Data scientists working with financial time series - Finance professionals interested in machine learning applicationsRather than presenting isolated models, the book emphasizes the complete lifecycle of algorithmic trading systems, from data preparation and model development to strategy deployment and automation.If you want to understand how machine learning integrates with modern algorithmic trading infrastructure, this guide provides a clear and practical roadmap.

Predictive Models, Strategy Design, and Automated Systems

Machine Learning for Algorithmic Trading with Python

Wie aus kleinen Summen ein Vermögen werden kannSimon Neumann, der Finanznerd, ist mit fast 1,5 Millionen Followern einer der reichweitenstärksten Finanzfluencer im deutschsprachigen Raum. Er stellt die These auf, dass praktisch jede und jeder am Ende des Jahres deutlich mehr auf seinem Konto haben könnte. Die klassischen und unnötigen Geldfresser in unserem Alltag sind Versicherungen, Strom, Handyvertrag, Kontogebühren, Zinsen - alles Geld, das (besser) angelegt sein könnte. Denn das ist die Frage, die sich alle stellen: Wo soll das Geld herkommen, das ich anlegen soll? Auch zu Beginn scheinbar kleine Summen können mit der Zeit eine große Wirkung erzielen. Der Finanznerd zeigt natürlich auch, wie cleveres Anlegen, abhängig von der eigenen Risikofreudigkeit, wirklich geht. Damit aus 100 Euro einmal 100 000 werden - und mehr. 
Ein Buch, dessen Investition sich in kürzester Zeit rechnet.

Wie aus kleinen Summen ein Vermögen werden kann
 Simon Neumann, der Finanznerd, ist mit fast 1,5 Millionen Followern einer der reichweitenstärksten Finanzfluencer im deutschsprachigen Raum. Er stellt die These auf, dass praktisch jede und jeder am Ende des Jahres deutlich mehr auf seinem Konto haben könnte. Die klassischen und unnötigen Geldfresser in unserem Alltag sind Versicherungen, Strom, Handyvertrag, Kontogebühren, Zinsen – alles Geld, das (besser) angelegt sein könnte. Denn das ist die Frage, die sich alle stellen: Wo soll das Geld herkommen, das ich anlegen soll? Auch zu Beginn scheinbar kleine Summen können mit der Zeit eine große Wirkung erzielen. Der Finanznerd zeigt natürlich auch, wie cleveres Anlegen – abhängig von der eigenen Risikofreudigkeit – wirklich geht. Damit aus 100 Euro einmal 100 000 werden – und mehr.
 
 Ein Buch, dessen Investition sich in kürzester Zeit rechnet.

In 7 Tagen mehr für immer | Die besten Finanztipps vom Finanznerd

Dein Geld in Deinen Händen

Learn to evaluate stocks and grow your portfolio with confidence Smart investing starts with knowing what a stock is actually worth. Fundamental Analysis For Dummies, 4th Edition walks you through evaluating the true value of securities true value by examining financial statements, earnings, debt, cash flow, and broader economic conditions. This friendly guide helps you make well-informed decisions about buying, selling, or holding investments. You'll get understandable explanations of how to read company financials, assess management quality, and spot undervalued companies before the rest of the market catches on. Packed with useful examples, case studies, and data tables, this guide covers strategies for stocks, bonds, currencies, and commodities. You'll also learn to identify red flags that signal when to stay away. Inside: <ul> <li>Discover how to determine whether a stock is overvalued, undervalued, or fairly priced relative to the market</li> <li>Learn to read financial statements and extract the key numbers that drive smart investment decisions</li> <li>Explore strategies for reducing risk and finding strong long-term growth opportunities in your portfolio</li> <li>Get familiar with analyzing bonds, currencies, and commodities alongside traditional stock investments</li> <li>Build the analytical foundation that legendary investors such as Warren Buffett rely on every day</li> </ul> Whether you're a first-time investor or a seasoned one looking to sharpen your analytical skills, Fundamental Analysis For Dummies, 4th Edition gives you the tools to evaluate investments and grow your money with confidence - no finance degree required. Time to start investing smarter with Dummies.

Fundamental Analysis For Dummies

An insider's account of how technology replaced traders and reshaped Wall Street Million Dollar Frat Boys: How Wall Street's Tech Geeks Took Over and Changed the Game chronicles the four-decade transformation of financial markets from testosterone-fueled trading pits to algorithm-driven operations. David Weisberger, co-founder of CoinRoutes and a 40-year veteran of firms including Morgan Stanley, Salomon Brothers, and Citigroup, delivers a first-person account that challenges popular myths about modern markets. Million Dollar Frat Boys traces Weisberger's career from pioneering the first program trading system at Morgan Stanley through the rise of automated risk management and quantitative strategies. The book confronts persistent misconceptions about rigged markets, explains how automation has actually improved fairness for small investors, and extends its analysis into the digital asset and cryptocurrency trading landscape. Readers will also discover: <ul> <li>How Wall Street evolved from human-driven trading floors to high-frequency, technology-based operations over four decades</li> <li>Why popular narratives about market manipulation often misrepresent how modern electronic trading actually benefits retail investors</li> <li>Insider perspectives on regulatory debates, SEC policy decisions, and investigations into major market events like the Flash Crash</li> <li>How traditional trading technology and quantitative strategies are now shaping the cryptocurrency and digital asset markets</li> <li>Sharp, entertaining storytelling that pairs trading-floor anecdotes with analysis of market structure and financial automation</li> </ul> Written for retail investors, financial professionals, and readers who enjoy narrative finance, Million Dollar Frat Boys offers an informed insider's perspective on the real forces driving modern markets. It is equally suited for tech enthusiasts and digital asset investors seeking to understand how algorithmic trading continues to reshape finance.

How Wall Street's Tech Geeks Took Over and Changed the Game

Million Dollar Frat Boys

GOLD AND STOCKS

THE MARKET IS NOT MOVING RANDOMLY.A jobs report can move Treasury yields. Yields can move the dollar. The dollar can pressure gold. Interest rates can rewrite stock valuations.And sometimes, good economic news becomes bad news for investors.GOLD AND STOCKS takes you inside the financial chain connecting jobs, inflation, Federal Reserve policy, Treasury yields, the U.S. dollar, liquidity, gold, and stocks.Inside, you will discover: - THE JOBS SIGNAL Learn why employment data can become a market-moving event-and why the headline number is only the beginning.- THE FEDERAL RESERVE MACHINE Understand how interest rates, monetary policy, forward guidance, QE, and QT change the price of money and reshape financial markets.- THE BOND MARKET SIGNAL See why Treasury yields can reveal changing expectations before the consequences become obvious in stocks and gold.- THE GOLD-DOLLAR-LIQUIDITY CONNECTION Understand why gold cannot be reduced to a simple inflation trade-and how real yields, the dollar, liquidity, confidence, and financial stress interact.- THE INVESTOR AGAINST THE CROWD Use the Tenth-Man test to challenge consensus, identify what is already priced in, find the assumption that could break, and prepare for what happens next.The book ultimately builds one connected map: Jobs → Inflation → Fed → Yields → Dollar → Liquidity → Gold → StocksThis is not a promise to predict every market move.It is a framework for understanding what is moving the money underneath the market.When the economic headline changes, what changes next?When the Fed changes its expectations, which asset feels it first?When yields move, what happens to the dollar?When liquidity changes, what happens to gold and stocks?And when everyone believes the same thing, how much of that belief is already in the price?For investors who want to move beyond headlines and understand the machinery behind financial markets, GOLD AND STOCKS offers a practical macro framework for navigating changing monetary regimes, shifting expectations, and the next market cycle.Understand the system. Challenge the consensus. Follow the money.

Jobs, Gold, Stocks, and the Fed's New Money War

Coded Capital

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