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Hands-On AI Trading with Python, QuantConnect, and AWS
Master the art of AI-driven algorithmic trading strategies through hands-on examples, in-depth insights, and step-by-step guidance Hands-On AI Trading with Python, QuantConnect, and AWS explores real-world applications of AI technologies in algorithmic trading. It provides practical examples with complete code, allowing readers to understand and expand their AI toolbelt. Unlike other books, this one focuses on designing actual trading strategies rather than setting up backtesting infrastructure. It utilizes QuantConnect, providing access to key market data from Algoseek and others. Examples are available on the book's GitHub repository, written in Python, and include performance tearsheets or research Jupyter notebooks. The book starts with an overview of financial trading and QuantConnect's platform, organized by AI technology used: Examples include constructing portfolios with regression models, predicting dividend yields, and safeguarding against market volatility using machine learning packages like SKLearn and MLFinLab.Use principal component analysis to reduce model features, identify pairs for trading, and run statistical arbitrage with packages like LightGBM.Predict market volatility regimes and allocate funds accordingly.Predict daily returns of tech stocks using classifiers.Forecast Forex pairs' future prices using Support Vector Machines and wavelets.Predict trading day momentum or reversion risk using TensorFlow and temporal CNNs.Apply large language models (LLMs) for stock research analysis, including prompt engineering and building RAG applications.Perform sentiment analysis on real-time news feeds and train time-series forecasting models for portfolio optimization.Better Hedging by Reinforcement Learning and AI: Implement reinforcement learning models for hedging options and derivatives with PyTorch.AI for Risk Management and Optimization: Use corrective AI and conditional portfolio optimization techniques for risk management and capital allocation. Written by domain experts, including Jiri Pik, Ernest Chan, Philip Sun, Vivek Singh, and Jared Broad, this book is essential for hedge fund professionals, traders, asset managers, and finance students. Integrate AI into your next algorithmic trading strategy with Hands-On AI Trading with Python, QuantConnect, and AWS.
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Security Analysis and Business Valuation on Wall Street, + Companion Web Site
An insider's look at security analysis and business valuation, as practiced by Wall Street, Corporate America, and international businesses Two major market crashes, numerous financial and accounting scandals, growth in private equity and hedge funds, Sarbanes Oxley and related regulations, and international developments changed security analysis and business valuation substantially over the last fourteen years. These events necessitated a second edition of this modern classic, praised earlier by Barron's as a "welcome successor to Graham and Dodd" and used in the global CFA exam. This authoritative book shows the rational, rigorous analysis is still the most successful way to evaluate securities. It picks up where Graham and Dodd's bestselling Security Analysis - for decades considered the definitive word on the subject - leaves off. Providing a practical viewpoint, Security Analysis on Wall Street shows how the values of common stock are really determined in today's marketplace. Incorporating dozens of real-world examples, and spotlighting many special analysis cases - including cash flow stocks, unusual industries and distressed securities - this comprehensive resources delivers all the answers to your questions about security analysis and corporate valuation on Wall Street. The Second Edition of Security Analysis on Wall Street examines how mutual funds, private equity funds, hedge funds, institutional money managers, investment banks, business appraisers, and corporate acquirers perform their craft of security analysis and business valuation in today's highly charged environment. Completely updated to reflect the latest methodologies, this reliable resource represents the most comprehensive book written by someone who has actually worked as an investment banker, private equity executive, and international institutional investor. Shows the methodical process that practitioners use to value common stocks and operating companies and to make buy/sell decisionsDiscusses the impact of the two stock market crashes, the accounting and financial scandals, and the new regulations on the evaluation processCovers how Internet and computing power automate portions of the research and analytical effortIncludes new case study examples representative of valuation issues faced daily by mutual funds, private equity funds, hedge funds, institutional investors, investment banks, business appraisers, and corporate acquirersIs a perfect tool for professors wishing to show their MBA students the essential tools of equity and business valuation Security analysis and business valuation are core financial disciplines for Wall Streeters, corporate acquirers, and international investors. The Second Edition of Security Analysis on Wall Street is an important book for anyone who needs a solid grounding in these critical finance topics.
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Introduction to Securitization
Introduction to Securitization outlines the basics of securitization, addressing applications for this technology to mortgages, collateralized debt obligations, future flows, credit cards, and auto loans. The authors present a comprehensive overview of the topic based on the experience they have gathered through years of interaction with practitioners and graduate students around the world. The authors offer coverage of such key topics as: structuring agency MBS deals and nonagency deals, credit enhancements and sizing, using interest rate derivatives in securitization transactions, asset classes securitized, operational risk factors, implications for financial markets, and applying securitization technology to CDOs. Finally, in the appendices, the authors provide an essential introduction to credit derivatives, an explanation of the methodology for the valuation of MBS/ABS, and the estimation of interest rate risk. Securitization is a financial technique that pools assets together and, in effect, turns them into a tradable security. The end result of a securitization transaction is that a corporation can obtain proceeds by selling assets and not borrowing funds. In real life, many securitization structures are quite complex and enigmatic for practitioners, investors, and finance students. Typically, books detailing this topic are either too lengthy, too technical, or too superficial in their presentation. Introduction to Securitization is the first to offer essential information on this topic at a fundamental, yet comprehensive level-providing readers with a working understanding of what has become one of today's most important areas of finance. Authors Frank Fabozzi and Vinod Kothari, internationally recognized experts in the field, clearly define securitization, contrast it with corporate finance, and explain its advantages. They carefully illustrate the structuring of asset-backed securities (ABS) transactions, including agency mortgage-backed securities (MBS) deals and nonagency deals, and show the use of credit enhancements and interest rate derivatives in such transactions. They review the collateral classes in ABS, such as retail loans, credit cards, and future flows, and discuss ongoing funding vehicles such as asset-backed commercial paper conduits and other structured vehicles. And they explain the different types of collateralized debt obligations (CDOs) and structured credit, detailing their structuring and analysis. To complement the discussion, an introduction to credit derivatives is also provided. The authors conclude with a close look at securitization's impact on the financial markets and the economy, with a review of the now well-documented problems of the securitization of one asset class: subprime mortgages. While questions about the contribution of securitization have been tainted by the subprime mortgage crisis, it remains an important process for corporations, municipalities, and government entities seeking funding. The
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Mechanics of Securitization
A step-by-step guide to implementing and closing securitization transactions Securitization is still in wide use despite the reduction in transactions. The reality is that investors and institutions continue to use this vehicle for raising funds and the demand for their use will continue to rise as the world's capital needs increase. The Mechanics of Securitization specifically analyzes and describes the process by which a bank successfully implements and closes a securitization transaction in the post subprime era. This book begins with an introduction to asset-backed securities and takes you through the historical impact of these transactions including the implications of the recent credit crisis and how the market has changed. Discusses, in great detail, rating agency reviews, liaising with third parties, marketing the deals, and securing investorsReviews due diligence and cash flow analysis techniquesExamines credit and cash considerations as well as how to list and close dealsDescribes the process by which a bank will structure and implement the deal, and how the process is project managed and tested across internal bank departments While securitization transactions have been taking place for over twenty-five years, there is still a lack of information on exactly how they are processed successfully. This book will put you in a better position to understand how it all happens, and show you how to effectively implement an ABS transaction yourself.
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