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Datoo A: Legal Data, Digital Assets and
Smart Contracts for Capital Markets

Legal Data, Digital Assets and Smart Contracts for Capital Markets

International Series in Operations Research & Management Science

This book shows how to weld deep learning to the laws that govern heavy-industry assets. Instead of treating sensor readings as detached numbers, the book teaches models to obey conservation of energy, fluid flow, and material stress. The storyline follows three recurring settings—a regional power grid, an offshore drilling head, and a 2000-hectare almond farm—to prove the concept across energy, manufacturing, and agriculture.Readers watch plain neural nets stumble when they predict outputs that break physics, then see PENN correct the error with loss penalties and custom layers that bake in the Navier-Stokes, Hooke, and Fourier equations. In benchmark tests the approach lifts predictive accuracy by up to 30 percent while trimming training energy by two-thirds. Case walk-throughs document a 25 percent cut in turbine downtime, a 50 percent reduction in drilling vibration peaks, and a 15 percent saving in irrigation power.Special features include code snippets ready to paste into PyTorch, side-by-side plots that compare raw and physics-aware outputs, and full-color schematics that trace data from sensor to dashboard. Each chapter ends with a one-page readiness checklist so teams can turn lessons into pilots without stalling in proof-of-concept limbo. A consistent American spelling palette avoids cross-Atlantic edits.By the final page a plant manager, data scientist, or graduate student can design, train, and deploy a model that predicts real-world behavior without ignoring the rules of nature. The payoff is lower energy bills, fewer unplanned shutdowns, and a faster path to net-zero targets—results that speak to both profit and sustainability.&nbsp;

The Next Frontier of Artificial Intelligence

Physics-Informed Neural Networks for Industrial Applications

Hart Studies in Commercial and Financial Law

This book provides a detailed analysis of two UNCITRAL texts: the Model Law on Electronic Transferable Records (MLETR) and the Model Law on the Use and Cross-border Recognition of Identity Management and Trust Services (MLIT). The MLETR is the legal tool that enables the use of trade documents such as bills of lading and promissory notes in electronic form. The book discusses core MLETR provisions such as those on scope of application, functional equivalence, and reliability standards. It illustrates national variations in enactment techniques and substantive content, including in France, Singapore, and the United Kingdom. The MLIT provides the legal framework to manage identity management and trust services, including electronic signatures. The book explains the different approaches to giving legal recognition and effect to identity management and trust services, both domestically and across borders. It discusses the legal framework to accommodate functions and needs of identity management, describes trust services against the background of pre-existing UNCITRAL texts, and takes into account the revised EU eIDAS Regulation. Providing an article-by-article commentary as well as an overview of implementation trends, the book is a fundamental resource for commercial, maritime and banking lawyers, digital economy policymakers, legislative drafters, supply chain management and paperless trade specialists, and for anyone interested in understanding the legal aspects of the transition from documents to data in trade.

Electronic Transferable Records, Digital Identity and Trust Services

Uncitral Model Laws on Digital Trade

Kooperationswerke Beck - Hart

European Contract Law

Code of Federal Regulations, Title 12 Banks and Banking

Presents regulations governing banking procedures and activities of the Comptroller of the Currency, the Federal Reserve System, the Federal Deposit Insurance Corporation, the Export-Import Bank, Office of Thrift Supervision, Farm Credit Administration, and the National Credit Union Administration.

Code of Federal Regulations, Title 12 Banks and Banking 1026-1099, Revised as of January 1, 2025

Banking, Money and International Finance

Human-Centred Intelligent Finance

AI, Fintech, and the Future of Global Financial Systems

The first analysis of how AI, robotics, and genetic engineering converge to reshape civilization Most analyses of technological disruption examine AI, robotics, or genetic engineering in isolation. A Perfect World: The Unintended Consequences of the AI, Robotics and Biotech Revolution is the first work to analyze their inevitable convergence and the societal consequences it creates. William Nobrega, a Deloitte alumnus and Army Special Forces veteran who advises Fortune 500 companies on disruption strategies, introduces what he calls the "holy trinity of disruption." Drawing on extensive research, expert interviews, and historical analysis spanning 50,000 years of human development, A Perfect World examines where these three technologies stand today and where expert consensus places them in fifteen years. Nobrega applies basic economic principles to reveal how their interaction effects will create impacts far exceeding what each technology produces independently, potentially yielding a bifurcated world. Readers will also find: <ul> <li>A framework for understanding how AI, robotics, and genetic engineering convergence will reshape industries and global labor markets</li> <li>Analysis of how genetic engineering may enable designed physical characteristics, disease elimination, and IQ augmentation within the coming decades</li> <li>Exploration of both utopian and dystopian outcomes grounded in military, corporate consulting, and academic research perspectives</li> <li>Historical parallels including examination of modern connections to Orwell's 1984 and the origins of human communication</li> <li>Analytical tools for business leaders and policymakers navigating what robotic labor replacement means for low-skilled workforces globally</li> </ul> Written for business leaders, policymakers, and informed citizens seeking to understand how the convergence of AI, robotics, and genetic engineering will transform their industries and society, A Perfect World provides the frameworks and analytical tools necessary to navigate the most consequential technological transformation in human history.

The Unintended Consequences of the AI, Robotics and Biotech Revolution

A Perfect World

This book brings together leading scholars from private law and employment law to reflect upon private law doctrines as they relate to the employment contract. Developing an interdisciplinary dialogue, these contributions explore the regulatory functions of private law doctrines at the cutting edge of modern employment law. Topics include the potential and limitations of private law damages; the role of injunctions and specific performance; the interactions between express and implied terms; vicarious liability; substantial performance and breach; and the common law right to work. The integration of scholarly perspectives from the realms of private law and employment law enriches and deepens our understanding of core private law doctrines. Historically, employment law was defined in terms of its autonomy from general private law. This achievement of autonomy was highly prized, and considered necessary to facilitate industrial freedoms for trade unions and the protection of employees from exploitation. But the contractual basis of employment means that any such autonomy has always been partial and unstable. Furthermore, as trade unions have declined and governments have deregulated statutory employment rights, private law has assumed growing practical importance in strategic appellate litigation. In many common law jurisdictions, private law doctrines have become the new battleground between employers, workers and trade unions. The essays in this book examine specific doctrinal issues against this dynamic backdrop of changing social, economic and constitutional conditions. While focused mainly on English law, the essays also consider examples from other jurisdictions including Australia and Scotland. As private law becomes the default regulation for most employment contracts in 21st-century labour markets across the world, this book is an essential resource for practitioners, judges, academics and students.

Private Law and the Employment Contract

Put AI to work to achieve your marketing goals An estimated 88% of marketers already use AI daily, and they're seeing real results in content creation, brand awareness, and sales. Marketing with AI For Dummies gives you the skills to simplify your workload, automate tasks, and make smarter marketing decisions. You'll learn to create personalized marketing, generate emails, and develop creative assets in record time - all with AI doing the heavy lifting. This edition answers your questions to Agentic AI workflows, answer engine optimization, large language models, and synthetic personas. You'll also get guidance on AI ethics and current regulations, plus platform-specific AI features and the modern SEO landscape. Whether you're generating content or building personalized customer experiences, this book has you covered. Inside this book: <ul> <li>Learn how Agentic AI reshapes campaign execution and customer engagement through autonomous workflows</li> <li>Discover answer engine optimization and how to stay visible in AI-generated search results</li> <li>Explore large language models, including embeddings, fine-tuning, and retrieval-augmented generation for marketing</li> <li>Build synthetic personas for research, creative testing, and targeted message development</li> <li>Get up to speed on AI-mediated commerce and how AI influences recommendations and purchasing</li> </ul> Whether you're a seasoned marketer looking to level up your AI skills or someone who handles marketing as part of a bigger role, this Dummies guide makes it easy to get started. From content creation to predictive analytics, you'll find friendly, practical advice you can use to put AI to work for you right now.

Marketing with AI For Dummies

A step-by-step guide to AI-native analytics systems for BI practitioners Building Business Intelligence Apps with AI provides a step-by-step guide for data analysts, data engineers, and BI developers who need to integrate AI into their analytics workflows. Written by Ryan Dolley, a data industry veteran with fifteen years of experience across BI development, consulting, and data vendor roles, this book shows how to partner with AI to deliver better data models, dashboards, and business queries while building AI-native experiences for end users. The book addresses data foundations, outsourcing repetitive tasks to AI, and scaling autonomous analytics systems that maintain accuracy and data governance. Readers learn practical steps for increasing individual and team effectiveness using AI while avoiding common pitfalls such as hallucination, data inaccuracy, and user abandonment. It delivers operating models that data departments need, covering everything from data blending and dashboard creation to personalization and responsiveness. Readers will also find: <ul> <li>Practical techniques for partnering with LLMs to accelerate data modeling, querying, and dashboard development across BI workflows</li> <li>Strategies to outsource repetitive analytics tasks to AI while maintaining rigorous data governance and accuracy standards</li> <li>Operating models for individuals and data departments to scale AI-native analytics systems that end users adopt</li> <li>Methods for building autonomous, personalized analytics experiences that address user expectations for speed and responsiveness</li> <li>Guidance on avoiding AI pitfalls including hallucination, data inaccuracy, and user abandonment in production analytics environments</li> </ul> Data analysts, data engineers, BI developers, and their managers will find in this book the specific skills and operating models needed to integrate AI into daily analytics work. It equips practitioners to build accurate, autonomous analytics systems while strengthening data governance and accelerating delivery across their teams.

Building Business Intelligence Apps with AI

This book uncovers and reconstructs the growing body of legal principles and rules governing mortgages that have been developed by different transnational institutions and actors. It shows how mortgages have evolved from a type of real security commonly used to facilitate lending by mitigating credit risk, to a transferable commodity with the potential to affect international financial stability and consumer welfare. In doing so, the book reveals the emergence of new policy objectives and rationales for regulation that have led to changes in the structure and functions of mortgage laws. Characterising this development as a type of transnational law, the book highlights the paradigm shifts in the law of residential mortgages brought about by their increasing global relevance. The analysis reveals tensions between the goals of risk mitigation, financial stability, consumer protection and housing justice. The result is an innovative analysis at the intersection of contract law, property law and international financial regulation. The book portrays transnational mortgage law as a complex field governed by a plurality of socially and economically relevant but potentially conflicting goals and principles.

Reconstructing the Global Framework for Housing Finance

Transnational Mortgage Law

Design, secure, and operate an enterprise-scale network on Oracle Cloud Infrastructure without first becoming a cloud generalist. The book assumes you already know what a subnet is, that you have configured a route table, and that you have brought up a BGP session at least once. What it
explains is how OCI implements those same ideas, where the OCI construct behaves differently from the equipment you are used to, and what that difference costs you when you get it wrong.
Every chapter is built on the same company. Meridian Logistics is a Rotterdam-based logistics operator that moves from one on-premises data centre to a two-region OCI footprint under PCI-DSS, and you follow that migration from the first Virtual Cloud Network (VCN) through to the final disaster recovery test. Along the way you build hub-and-spoke around a Dynamic Routing Gateway (DRG), connect Rotterdam over Site-to-Site VPN and FastConnect, extend the same DRG to AWS and Azure, run VMware workloads on Oracle Cloud VMware Solution (OCVS) and containers on OKE, and put DNS, load balancing, and a Web Application Firewall (WAF) in front of the customer portal. Every construct is built in the OCI Console, from the OCI CLI, and in Terraform, and every construct is verified before the chapter moves on.
The topology never resets. The same IP scheme and the same four engineers carry from Chapter 1 through to Chapter 27, so what you finish with is one reference architecture you can take into your own tenancy rather than a set of unrelated feature tours. Chapter 20 takes a single customer request and traces it through every plane the book has introduced, including route tables, Security Lists, Network Security Groups, the OCI Firewall, and Zero Trust Packet Routing, and then follows the response back out. Appendix A closes the book with seventy-one reference topologies that you look up by the business problem in the room.
Every chapter includes:
- Architecture explained before any configuration step
- Walkthroughs in the OCI Console, the OCI CLI, and Terraform
- A “Let’s say…” case study taken from the same running company
- A comparison table against the on-premises, AWS, and Azure equivalents
- Verification and troubleshooting steps for everything you build
By the end you will have a complete network design for an enterprise-scale OCI estate, the operational discipline to keep it healthy, and the vocabulary to defend it in a design review.
You Will:
· Build enterprise-grade OCI network architectures in the Console, from the CLI, and in Terraform, and verify each one before you move on
· Connect OCI to your data centre and to other clouds with Site-to-Site VPN, FastConnect, DRG route distributions, and Remote Peering Connections
· Compose Security Lists, Network Security Groups, the OCI Firewall, third-party firewalls, and Zero Trust Packet Routing into one working security posture
· Trace a live packet end to end and measure the network with VCN Flow Logs, OCI Monitoring, and OCI Logging
· Design and rehearse disaster recovery across OCI regions, between on-premises and OCI, and across OCVS and OpenShift
This book is for:
Network engineers, cloud architects, and infrastructure consultants who already understand on-premises networking at CCNA level or above and are now responsible for designing, building, or operating a network inside OCI. No prior cloud experience is assumed.

Design, Secure, and Optimize Cloud Networks with Advanced OCI Services, Real-World Use Cases, and Automation Strategies

OCI Networking: Architecting Enterprise-Scale Cloud Solutions

Criminal Practice Series

This single volume explains the civil recovery regime under POCA 2002 in the magistrates' court for professionals. POCA 2002, Pt 5 contains the relevant primary legislation and includes the provisions that deal with the recovery of cash, listed assets, and bank accounts. There is considerable overlap in the principles and procedures that UK law enforcement must follow; from initial searches to the seizure and detention/freeze of assets before submitting an eventual forfeiture application. Providing expert commentary on POCA 2002, Pt 5 and the principles and procedures that must be followed this title ensures that practitioners can provide practical guidance to individuals and corporates and includes all the relevant statutory provisions, rules, codes and forms. It answers questions such as: - Why would a client's bank account be frozen? - If HMRC successfully applies to freeze a client's bank account, how can I get the court order discharged? - If my client's cash is seized, how can I practically advise a client to get the funds returned? - If my client is subject to a criminal investigation and a civil investigation, how should I advise them? - If my client's bank accounts are frozen, how can everyday expenses, including paying legal fees, be met? This is a must have title for Financial crime legal professionals, Accountants, Compliance officers, Fraud analysts, Cyber security experts, and Anti-bribery and corruption specialists.

A Guide to Civil Recovery in the Magistrates’ Court

Legal Data, Digital Assets and Smart Contracts for Capital Markets

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