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Hands-On Deep Learning for Finance: Implement deep learning techniques and algorithms to create powerful trading strategies - Original PDF
Hands-On Deep Learning for Finance: Implement deep learning techniques and algorithms to create powerful trading strategies - Original PDF
نویسندگان: Luigi Troiano, Arjun Bhandari, Elena Mejuto Villa خلاصه: 1Section 1: Introduction In this section, you will be introduced to deep learning applied to finance, as we look at examples of deep learning applications in finance and the basics regarding model architectures and development, alongside an introduction to the software technologies that will be used in the remainder of the book. This section comprises the following chapters: Chapter 1, Deep Learning for Finance 101 Chapter 2, Designing Neural Network Architectures Chapter 3, Constructing, Testing, and Validating Models
Data Governance: Governing data for sustainable business - Original PDF
Data Governance: Governing data for sustainable business - Original PDF
نویسندگان: Rohan Light;Beenish Saeed;Nathalie de Marcellis-Warin;Abdelaziz Khadraoui;Alison Holt;Benoit Aubert;David Sutton;Frdric Gelissen;Alisdair McKenzie;Geoff Clarke;Rose Pan;Ming Li; خلاصه: There are multiple definitions available for the following highlighted terms, but for the purposes of this book, terms will be used as explained in the following paragraphs. Data governance or the governance of data are terms that we’ll use in the book for the governance activities carried out by a board of directors or trustees, a cabinet committee, or any other top-level group charged with setting policy rules for how their organisations use data for decision making, reference and analysis. We will refer to this group of people as a governing body. This governing body is responsible for the development of a data strategy to determine how data is used within their organisation to deliver the overarching organisational strategy. Data governance activities can include the actions taken by managers to observe and respect the policy rules set by the governing body, but it should be noted that the data governance duties of the governing body cannot be delegated without a loss of accountability
Roger Ebert's Book of Film: From Tolstoy to Tarantino, the Finest Writing From a Century of Film - Original PDF
Roger Ebert's Book of Film: From Tolstoy to Tarantino, the Finest Writing From a Century of Film - Original PDF
نویسندگان: Roger Ebert خلاصه: An anthology featuring the writings of great 20th Century novelists, critics, actors and directors.
An Introduction to Algorithmic Finance, Algorithmic Trading and Blockchain - Original PDF
An Introduction to Algorithmic Finance, Algorithmic Trading and Blockchain - Original PDF
نویسندگان: Satya Chakravarty, Palash Sarkar خلاصه: The purpose of An Introduction to Algorithmic Finance is to provide a broad-based accessible introduction to three of the presently most important areas of computational finance, namely, option pricing, algorithmic trading and blockchain. This will provide a basic understanding required for a career in the finance industry and for doing more specialized courses in finance.An Introduction to Algorithmic Finance breaks down into three parts. The first part provides the necessary theoretical background to Derivatives, Options and Stochastic Dominance. The second part covers various algorithmic issues of finance, discussing specific algorithms, their applications and consequences. The third part of the book is devoted to blockchain and cryptocurrency which complements the first two parts.An Introduction to Algorithmic Finance is an interesting, important read for anyone interested in or invested in the finance industry & it highlights and explains current phenomena in algorithmic finance in an articulate manner.
Trading Life: Organ Trafficking, Illicit Networks, and Exploitation - Original PDF
Trading Life: Organ Trafficking, Illicit Networks, and Exploitation - Original PDF
نویسندگان: Seán Columb خلاصه: This groundbreaking book investigates the emergence and evolution of the organ trade across North Africa and Europe. Seán Columb illuminates the voices and perspectives of organ sellers and brokers to demonstrate how crime and immigration controls produce circumstances where the business of selling organs has become a feature of economic survival. Drawing on the experiences of African migrants, Trading Life brings together five years of fieldwork charting the development of the organ trade from an informal economic activity into a structured criminal network operating within and between Egypt, Libya, Sudan, Eritrea, and Europe. Ground-level analysis provides new insight into the operation of organ trading networks and the impact of current legal and policy measures in response to the organ trade. Columb reveals how investing financial and administrative resources into law enforcement and border securitization at the expense of social services has led to the convergence of illicit smuggling and organ trading networks and the development of organized crime. Trading Life delivers a powerful and grounded analysis of how economic pressures and the demands of survival force people into exploitative arrangements, like selling a kidney, that they would otherwise avoid. This fascinating and accessible book is a must-read for anyone interested in migration, organized crime, and exploitation.
Python for Algorithmic Trading: From Idea to Cloud Deployment - Original PDF
Python for Algorithmic Trading: From Idea to Cloud Deployment - Original PDF
نویسندگان: Yves Hilpisch خلاصه: Algorithmic trading, once the exclusive domain of institutional players, is now open to small organizations and individual traders using online platforms. The tool of choice for many traders today is Python and its ecosystem of powerful packages. In this practical book, author Yves Hilpisch shows students, academics, and practitioners how to use Python in the fascinating field of algorithmic trading. You'll learn several ways to apply Python to different aspects of algorithmic trading, such as backtesting trading strategies and interacting with online trading platforms. Some of the biggest buy- and sell-side institutions make heavy use of Python. By exploring options for systematically building and deploying automated algorithmic trading strategies, this book will help you level the playing field. • Set up a proper Python environment for algorithmic trading • Learn how to retrieve financial data from public and proprietary data sources • Explore vectorization for financial analytics with NumPy and pandas • Master vectorized backtesting of different algorithmic trading strategies • Generate market predictions by using machine learning and deep learning • Tackle real-time processing of streaming data with socket programming tools • Implement automated algorithmic trading strategies with the OANDA and FXCM trading platforms
Algorithmic Trading Methods: Applications Using Advanced Statistics, Optimization, and Machine Learning Techniques - Original PDF
Algorithmic Trading Methods: Applications Using Advanced Statistics, Optimization, and Machine Learning Techniques - Original PDF
نویسندگان: Robert Kissell خلاصه: Algorithmic Trading Methods: Applications using Advanced Statistics, Optimization, and Machine Learning Techniques, Second Edition, is a sequel to The Science of Algorithmic Trading and Portfolio Management. This edition includes new chapters on algorithmic trading, advanced trading analytics, regression analysis, optimization, and advanced statistical methods. Increasing its focus on trading strategies and models, this edition includes new insights into the ever-changing financial environment, pre-trade and post-trade analysis, liquidation cost & risk analysis, and compliance and regulatory reporting requirements. Highlighting new investment techniques, this book includes material to assist in the best execution process, model validation, quality and assurance testing, limit order modeling, and smart order routing analysis. Includes advanced modeling techniques using machine learning, predictive analytics, and neural networks. The text provides readers with a suite of transaction cost analysis functions packaged as a TCA library. These programming tools are accessible via numerous software applications and programming languages.
Trading Fixed Income and FX in Emerging Markets: A Practitioner’s Guide - Original PDF
Trading Fixed Income and FX in Emerging Markets: A Practitioner’s Guide - Original PDF
نویسندگان: Dirk Willer, Ram Bala Chandran, Kenneth Lam خلاصه: Emerging fixed income markets are both large and fast growing. China, currently the second largest economy in the world, is predicted to overtake the United States by 2030. Chinese fixed income markets are worth more than $11 trillion USD and are being added to global fixed income indices starting in 2019. Access for foreigners to the Indian fixed income market, valued at almost 1trn USD, is also becoming easier – a trend repeated in emerging markets around the world. The move to include large Emerging Market (EM) fixed income markets into non-EM benchmarks requires non-EM specialists to understand EM fixed income. Trading Fixed Income in Emerging Markets examines the principle drivers for EM fixed income investing. This timely guide suggests a more systematic approach to EM fixed income trading with a focus on practical trading rules on how to generate alpha, assisting EM practitioners to limit market-share losses to passive investment vehicles. The definitive text on trading EM fixed income, this book is heavily data-driven – every trading rule is thoroughly back-tested over the last 10+ years. Case studies help readers identify and benefit from market regularities, while discussions of the business cycle and typical EM events inform and optimise trading strategies. Topics include portfolio construction, how to apply ESG principles to EM and the future of EM investing in the realm of Big Data and machine learning. Written by practitioners for practitioners, this book: Provides effective, immediately-accessible tools Covers all three fixed income asset classes: EMFX, EM local rates and EM credit Thoroughly analyses the impact of the global macro cycle on EM investing Examines the influence of the financial rise of China and its fixed income markets Includes case studies of trades that illustrate how markets typically behave in certain situations The first book of its kind, Trading Fixed Income in Emerging Markets: A Practitioner’s Guide is an indispensable resource for EM fund managers, analysts and strategists, sell-side professionals in EM and non-EM specialists considering activity in emerging markets.
Applications of computational intelligence in data-driven trading - Original PDF
Applications of computational intelligence in data-driven trading - Original PDF
نویسندگان: Doloc, Cris خلاصه: "The objective of this book is to introduce the reader to the field of Computational Finance using the framework of Machine Learning as a tool of scientific inquiry. It is an attempt to integrate these two topics: how to use Machine Learning as the tool of choice in solving topical problems in Computational Finance. Readers will learn modern methods used by financial engineers and quantitative analysts to access, Read more...
Alpha Trader: The Mindset, Methodology and Mathematics of Professional Trading - Original PDF
Alpha Trader: The Mindset, Methodology and Mathematics of Professional Trading - Original PDF
نویسندگان: Brent Donnelly خلاصه: Trading is a chaotic, complex, and loosely-structured game played by the smartest minds and most expensive computers in the world. It is the ultimate puzzle. Few can trade at an elite level for an extended period. The game is constantly changing and the rules, mechanics, and probabilities are difficult to observe and forever in flux. Just when you think you've got a plan: BAM. You get punched in the mouth. Trading attracts intelligent, driven individuals who see enormous financial rewards and few barriers to entry. But no amount of intelligence or skill is enough if you are irrational, undisciplined, or overconfident. The best analysis is useless if you keep reaching for the self-destruct button. How do you survive and excel in this high-stakes competition? How do you become an Alpha Trader? The answer is mindset, methodology, and math. ALPHA TRADER is not a behavioral economics textbook and it is not a boring, theoretical deep dive into trading psychology. It's a practical guide full of actionable information, exciting and relevant trading floor stories, concisely-distilled research, and real-life examples that explain and reinforce critical concepts. The book details the specific strategies, tactics, and habits that lead to professional trading success. It will help you become more self-aware, rational, and profitable. This book will make you a better trader. It will help you unlock more edge and it will motivate you to become an expert in your market. It covers practical and essential topics like strategy vs. tactics, microstructure, market narrative, technical analysis, sentiment, positioning and systematic risk management. It will explain the importance of adaptation, rational thinking, behavioral bias, and risk of ruin. Brent Donnelly, the author of ALPHA TRADER, has been a professional trader for more than two decades and has been writing about macro and markets for more than 15 years. His writing style is engaging, approachable, and entertaining and he has the experience and knowledge of a veteran professional trader. His first book, The Art of Currency Trading is a bestseller and has received rave reviews. Brent has worked as a senior FX dealer at some of the biggest banks in the world. He has traded global macro for a Connecticut hedge fund, and he has day traded equities with his own money. He loves trading and he loves writing about it. ALPHA TRADER is for traders of every skill and experience level. Veterans and rookies alike will benefit as the book digs into topics like self-awareness, discipline, endurance, and grit. Learn the common traits of winning traders, the myriad sources of trader kryptonite, how to improve your decision-making, and how smart people do stupid things, all the time. Professional trading is a lifelong journey of self-improvement, struggle, adaptation, and success. This book will help you level up on that journey. Be rational and self-aware. Learn, adapt, and grow. Unleash the Alpha.

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