Machine Learning for Financial Risk Management with Python

Fundamentals of Human Resource Management 2024 Release provides a complete, concise introduction to human resource management for the general business manager who wants to learn more about how HRM is used in the everyday work environment. Its adaptive learning program and its engaging, focused, and applied content make it the fastest growing HRM program on the market. The authors have won numerous prestigious teaching and research awards. This, along with their teamwork and consulting experience, delivers a learning program strong in depth and breadth, and current in research and practice simply not found in other products.

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The 2024 Release of Cecchetti & Schoenholtz's Money, Banking, and Financial Markets boasts an innovative approach to enhancing coherence, relevance, and timeliness in the study of Money and Banking for economics students. In a world where money, banking, and financial markets are in constant flux, this release introduces cutting-edge features to keep pace with evolving dynamics. This release captures the impact of the Covid-19 pandemic (including implications for inflation and employment dynamics), explore the forefront of changes in payments technology and the future of money, discover the evolution of central bank strategy and operating procedures, and gain insights into the consequences of the 2023 U.S. banking crisis.Continuing its distinctive approach, the text emphasizes the Five Core Principles, delivers an early introduction to risk, offers an integrated global perspective, and seamlessly integrates FRED data. The authors also host a blog at www.moneyandbanking.com where yo

「作者完美呈現監管單位觀點、風險管理、可解釋性與其他諸多主題的概觀，同時提供實務建議與程式碼範例。」—Christoph MolnarInterpretable Machine Learning作者「使用獨特戰術處理方式，解決ML系統風險，讓本書脫穎而出。透過細微差異的處理降低ML風險，為讀者提供寶貴資源，以負責任又可持續的方式成功佈署ML系統。」—Liz GrennanDigital Trust, McKinsey&Company初級合夥人暨全球事務共同領導者過去十年，見證了人工智慧與機器學習(AI/ML)技術的廣泛採用。然而，疏於監督這些廣泛實施的技術，導致原本可由適切風險管理來避免的事故與不良後果。在認識AI/ML真正的好處前，從業人員必須瞭解如何降低風險。本書說明負責任AI的處理方式：建立在風險管理、資安、資料隱私上，並套用社交科學的最佳實作，提升AI/ML技術、商業程序與文化能力的完整框架。作者Patrick Hall、James Curtis與Parul Pandey創作了這本指南，以期能協助企業、客戶與大眾改善真實世界AI/ML系統結果的資料科學家。‧學習完整涵蓋可解釋性、模組驗證與除錯、偏見管理、資料隱私與ML安全性的負責任AI技術處理‧學習如何建立成功的、有影響力的AI風險管理實作‧對採用AI技術的現有標準、法律與評估方式有基本瞭解，包括近期的NIST AI Risk Management Framework‧使用GitHub與Colab的互動式資源

建立智慧型系統的概念、工具與技術「這是一本出色的機器學習資源，包含淺顯易懂的解說，以及豐富的實用技巧。」—François CholletKeras作者，《Deep Learning with Python》作者「本書是運用神經網路來解決問題的絕佳入門資源，涵蓋理論及實踐。推薦給想學習實用機器學習技術的人。」—Pete WardenTensorFlow行動主管深度學習在經歷了一系列的突破之後，已經推動了整個機器學習領域的發展。如今，即使是對於這項技術非常陌生的程式設計師，也能夠使用簡單、高效率的工具，寫出能從資料中學習的程式。這本暢銷書使用具體的例子、最少的理論，以及具備生產水準的Python框架(Scikit-Learn、Keras和TensorFlow)來協助你直接瞭解智慧系統的建構概念與工具。在這本第三版中，作者Aurélien Géron將探索一系列的技術，從簡單的線性回歸開始，逐步發展到深度神經網路。本書包含許多範例程式和習題來幫助活用所學，只要具備一些程式設計經驗即可入門。‧使用Scikit-Learn自始至終完成機器學習專案‧探索多種模型，包括支援向量機、決策樹、隨機森林，和集成方法‧運用無監督學習技術，例如降維、聚類法和異常檢測‧深入探討神經網路架構，包括摺積神經網路、遞迴網路、生成對抗網路、自動編碼器、擴散模型、轉換器‧使用TensorFlow和Keras建構和訓練神經網路，以進行計算機視覺、自然語言處理、生成模型和深度強化學習

This book identifies and examines the legal challenges facing the shipping industry and ship management today.It first addresses flag state rules and private international law as organisational tools of the shipowner for establishing the applicable legal framework in an age of increasing regulatory activity and extraterritorial effect of legislation. It then focuses on sustainability requirements and the liability of shipping companies managing supply chains and ships as waste. The third section considers challenges stemming from times of financial crisis and deals with the cross-border impact of shipping insolvencies, the UNCITRAL Model Law, and the approaches of different jurisdictions. Finally, the fourth section concerns digitalisation and automation, including delivery on the basis of digital release codes, bills of lading based on blockchain technology, the use of web portals and data sharing, and particular aspects of the law relating to autonomous ships, notably in marine ins

Well organized and highly readable, the National Kidney Foundation Primer on Kidney Diseases has offered clear, comprehensive coverage of adult and pediatric kidney diseases for more than 25 years. The thoroughly revised 8th Edition of this authoritative, practical reference covers every relevant topic in the field, making it an excellent resource for residency, fellowship, clinical practice, and board review. It brings you completely up to date with key topics in this fast-changing field, including ongoing clinical research and changing treatment protocols. This powerful learning tool and clinical reference is a joint publication of Elsevier and the National Kidney Foundation. Covers every relevant topic in nephrology-from anatomy, physiology, and pathophysiology to diagnosis and management of kidney disease, to fluid and electrolyte disorders, hypertension, dialysis, and renal transplantation. Presents complex material in a clear, easy-to-understand manner that is both accessible for

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Layla and the Bots' newest invention is going to make a big SPLASH Pick a book. Grow a Reader This series is part of Scholastic's early chapter book line Branches, aimed at newly independent readers. With easy-to-read text, high-interest content, fast-paced plots, and illustrations on every page, these books will boost reading confidence and stamina. Branches books help readers grow Layla and the Bots are so excited to meet the animals at the Surfside Rescue Center They meet a sea turtle, a sea lion, and a dolphin named Splash, who needs their help. Splash won't eat unless there is music playing... but he likes to pick his own music Can Layla and the Bots build a music machine that will do the job? With full-color artwork on every page, speech bubbles throughout, and a fun DIY activity that's perfect for at-home learning, this early chapter book series brings kid-friendly STEAM topics to young readers

Using the lens of history, A History of Financial Technology and Regulation illuminates recent changes to the world of finance. With lucid prose and the help of concrete examples, Seth Oranburg helps readers understand the role of technology in finance today, including complex phenomena such as mutual funds, cryptocurrencies, and the stock market itself. Chapters begin with basic principles and historical analogy before describing complex digital-investment strategies and instruments. Readers will also gain an introduction to key concepts in financial regulation, learning how law and regulations prevented some financial crises while perpetuating others. Oranburg concludes with ideas about what's next for finance and how the law should respond. This book will appeal to specialists and nonspecialists alike who are interesting in learning more about business, economics, finance, law, and regulation.

This beloved and market-leading Operations Management book has been completely updated in the 14th edition and provides a clear presentation of the field of Operations Management with current real-world examples and thoughtful student pedagogy. The comprehensive breadth of content is presented in more modular flexible chapters, so it may be used for different course levels ranging from undergrad to executive education. That flexibility allows for the choice of more or less quantitative material and flexibility in order of presentation since chapters do not depend on sequence.The topics covered include both strategic issues and practical applications. Among the topics are forecasting, product and service design, capacity planning, management of quality and quality control, inventory management, scheduling, supply chain management, and project management. The use of an adaptive online learning enhances the student experience and success.

Both a serious academic text and an intriguing story, this seventh edition reflects a significant update in research, theory, and applications in all areas. It presents a comprehensive view of the historical development of learning theories from behaviorist through to cognitive models. The chapters also cover memory, motivation, social learning, machine learning, and artificial intelligence. The author's highly entertaining style clarifies concepts, emphasizes practical applications, and presents a thought-provoking, narrator-based commentary. The stage is given to Mrs Gribbin and her swashbuckling cat, who both lighten things up and supply much-needed detail. These two help to explore the importance of technology for simulating human cognitive processes and engage with current models of memory. They investigate developments in, and applications of, brain-based research and plunge into models in motivation theory, to name but a few of the adventures they embark upon in this textbook.

A Great Deal of Ruin provides an accessible introduction to the enduring problem of financial crises. Illustrated with historical analysis, case studies, and clear economic concepts, this book explains in three parts what financial crises are, how they are caused and what we can learn from them. It begins with a taxonomy of crises and a list of factors that increase the risk for countries experiencing a financial crisis. It then examines five of the most important crises in modern economic history, beginning with the Great Depression and ending with the subprime crisis in the United States and its evolution into a debt crisis in the Eurozone. The book concludes with a set of lessons that can be learnt from the crises of the past. It will appeal to university students as well as general readers who are curious to learn more about the recent subprime crisis and other financial crises.

An indispensable guide enabling business and management students to develop their professional competences in real organizational settings, this new and fully updated edition of Problem Solving in Organizations equips the reader with the necessary toolkit to apply the theory to practical business problems. By encouraging the reader to use the theory and showing them how to do so in a fuzzy, ambiguous and politically charged, real-life organizational context, this book offers a concise introduction to design-oriented and theory-informed problem solving in organizations. In addition, it gives support for designing the overall approach to a problem-solving project as well as support for each of the steps of the problem-solving cycle: problem definition, problem analysis, solution design, interventions, and evaluation. Problem Solving in Organizations is suitable for readers with a wide range of learning objectives, including undergraduates and graduates studying business and management, M

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Suitable for a one- or two-semester course for undergraduate and graduate students, this interdisciplinary textbook explains the diverse aspects of innovation and social networks, which occupy a central place in business and policy agendas. Its unified approach presents networks as nested systems that can span organisations, industries, regions, and markets, giving students a holistic perspective and reducing the amount of effort required to learn the theoretical framework for each layer. With engaging real-world examples, the text also provides a practical guide on how to manage networks to increase innovation and improve performance. Topics covered include forming teams to foster creativity, selecting partners and leveraging partnerships for learning, managing organisational change, and sponsoring technologies in communities. Students will learn the metrics used in social network analysis and how they are interpreted and applied. Suggested reading lists and online resources offer opp

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This book goes beyond traditional financial institutions textbooks, which tend to focus on mathematical models for risk management and the technical aspects of measuring and managing risk. It foc

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The current academic and financial planning industry definitions of “risk” are changing quickly, but the notion of what constitutes a risky investment strategy is still stuck in the Dark Ages. Wealth