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This book systematically introduces readers to the theory of deep learning and explores its practical applications based on the MindSpore AI computing framework. Divided into 14 chapters, the book covers deep learning, deep neural networks (DNNs), convolutional neural networks (CNNs), recurrent neural networks (RNNs), unsupervised learning, deep reinforcement learning, automated machine learning, device-cloud collaboration, deep learning visualization, and data preparation for deep learning. To help clarify the complex topics discussed, this book includes numerous examples and links to online resources.

Machine learning. --- Artificial intelligence. --- Machine Learning. --- Artificial Intelligence. --- AI (Artificial intelligence) --- Artificial thinking --- Electronic brains --- Intellectronics --- Intelligence, Artificial --- Intelligent machines --- Machine intelligence --- Thinking, Artificial --- Bionics --- Cognitive science --- Digital computer simulation --- Electronic data processing --- Logic machines --- Machine theory --- Self-organizing systems --- Simulation methods --- Fifth generation computers --- Neural computers --- Learning, Machine --- Artificial intelligence

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This book brings together articles from leading experts in the field of international dispute resolution. The main focus is on the situation in Asia, though the European perspective also plays an important part. Accordingly, the focus on the Asian dispute resolution market with a distinctly American and European “touch” is one of the book’s most unique features. The dispute resolution market is rapidly transforming, and dispute resolution law is changing with it –especially in Asia. This book highlights recent advances and outlines future trends in this area. Emphasis is especially placed on International Commercial Arbitration Law on the one hand; and on International Investment Arbitration Law on the other. Two dedicated sections address these two topics, while another is dedicated to a quite new phenomenon in the field of international dispute resolution, the emergence of International Commercial Courts not only in Asia, but also in other regions of the world (e.g. in the Netherlands). This raises a host of interesting legal questions, which the book addresses. The book’s final section investigates general trends in dispute resolution (e.g. the rising cost problem in arbitration in general).

Dispute resolution (Law). --- Dispute resolution (Law) --- ADR (Dispute resolution) --- Alternative dispute resolution --- Appropriate dispute resolution --- Collaborative law --- Conflict resolution --- Dispute processing --- Dispute settlement --- Justice, Administration of --- Mediation --- Neighborhood justice centers --- Third parties (Law) --- Mediation. --- Conflict management. --- International law. --- Trade. --- International economics. --- International business enterprises. --- Asia—Economic conditions. --- Dispute Resolution, Mediation, Arbitration. --- International Economic Law, Trade Law. --- International Economics. --- Asian Business. --- Business enterprises, International --- Corporations, International --- Global corporations --- International corporations --- MNEs (International business enterprises) --- Multinational corporations --- Multinational enterprises --- Transnational corporations --- Business enterprises --- Corporations --- Joint ventures --- Economic policy, Foreign --- Economic relations, Foreign --- Economics, International --- Foreign economic policy --- Foreign economic relations --- Interdependence of nations --- International economic policy --- International economics --- New international economic order --- Economic policy --- International relations --- Economic sanctions --- Law of nations --- Nations, Law of --- Public international law --- Law --- Conflict control --- Management of conflict --- Managing conflict --- Management --- Negotiation --- Problem solving --- Social conflict --- Crisis management --- Good offices (Mediation) --- Conflict management --- Law and legislation --- Commercial treaties. --- Asia --- Economic conditions. --- Trade agreements (Commerce) --- Competition, International --- Foreign trade regulation --- Treaties --- Reciprocity (Commerce)

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This book brings together articles from leading experts in the field of international dispute resolution. The main focus is on the situation in Asia, though the European perspective also plays an important part. Accordingly, the focus on the Asian dispute resolution market with a distinctly American and European “touch” is one of the book’s most unique features. The dispute resolution market is rapidly transforming, and dispute resolution law is changing with it –especially in Asia. This book highlights recent advances and outlines future trends in this area. Emphasis is especially placed on International Commercial Arbitration Law on the one hand; and on International Investment Arbitration Law on the other. Two dedicated sections address these two topics, while another is dedicated to a quite new phenomenon in the field of international dispute resolution, the emergence of International Commercial Courts not only in Asia, but also in other regions of the world (e.g. in the Netherlands). This raises a host of interesting legal questions, which the book addresses. The book’s final section investigates general trends in dispute resolution (e.g. the rising cost problem in arbitration in general).

Foreign trade. International trade --- Economic relations. Trade --- Economics --- Legal theory and methods. Philosophy of law --- International law --- Law of civil procedure --- internationale handel --- economie --- handel --- meditatie --- wereldeconomie --- internationaal recht --- conflictbemiddeling --- internationale economie --- Asia --- Dispute resolution (Law). --- Mediation. --- Conflict management. --- International law. --- Commercial treaties. --- International economics. --- International business enterprises. --- Dispute Resolution, Mediation, Arbitration. --- International Economic Law, Trade Law. --- International Economics. --- Asian Business. --- Economic conditions.