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Variational Methods for Machine Learning with Applications to Deep Networks
This book provides a straightforward look at the concepts, algorithms and advantages of Bayesian Deep Learning and Deep Generative Models. Starting from the model-based approach to Machine Learning, the authors motivate Probabilistic Graphical Models and show how Bayesian inference naturally lends itself to this framework. The authors present detailed explanations of the main modern algorithms on variational approximations for Bayesian inference in neural networks. Each algorithm of this selected set develops a distinct aspect of the theory. The book builds from the ground-up well-known deep generative models, such as Variational Autoencoder and subsequent theoretical developments. By also e...
Variational Methods for Machine Learning with Applications to Deep Networks
This book provides a straightforward look at the concepts, algorithms and advantages of Bayesian Deep Learning and Deep Generative Models. Starting from the model-based approach to Machine Learning, the authors motivate Probabilistic Graphical Models and show how Bayesian inference naturally lends itself to this framework. The authors present detailed explanations of the main modern algorithms on variational approximations for Bayesian inference in neural networks. Each algorithm of this selected set develops a distinct aspect of the theory. The book builds from the ground-up well-known deep generative models, such as Variational Autoencoder and subsequent theoretical developments. By also e...
International Arbitration: Law and Practice
International Arbitration: Law and Practice (Third Edition) provides comprehensive and authoritative coverage of the basic principles and legal doctrines, and the practice, of international arbitration. The book contains a systematic, but concise, treatment of all aspects of the arbitral process, including international arbitration agreements, international arbitral proceedings and international arbitral awards. The Third Edition guides both students and practitioners through the entire arbitral process, beginning with drafting, enforcing and interpreting international arbitration agreements, to selecting arbitrators and conducting arbitral proceedings, to recognizing, enforcing and seeking ...
The General Law of Capitalist Accumulation in Latin America and Beyond
This edited collection engages with Marx’s General Law of Capitalist Accumulation, examining the relevance and actuality of Marx’s propositions for the analysis of contemporary capitalism in Latin America and beyond. The contributors offer an original and updated interpretation of Marx while also examining important topics in political economy. The contributors bring critical insights into scholarly debates on imperialism, exploitation, labor, and development.
Comparative International Commercial Arbitration
This treatise describes the practice of international commercial arbitration with reference to the major international treaties and instruments, arbitration rules and national laws. It provides an analysis of the interaction between party autonomy and arbitration practice.
International Arbitration and the COVID-19 Revolution
International Arbitration and the COVID-19 Revolution Edited by Maxi Scherer, Niuscha Bassiri & Mohamed S. Abdel Wahab The impact of the COVID-19 pandemic on all major economic sectors and industries has triggered profound and systemic changes in international arbitration. Moreover, the fact that entire proceedings are now being conducted remotely constitutes so significant a deviation from the norm as to warrant the designation ‘revolution’. This timely book is the first to describe and analyse how the COVID-19 crisis has redefined arbitral practice, with critical appraisal from well-known practitioners of the pandemic’s effects on substantive and procedural aspects from the commencem...
The Evolution and Future of International Arbitration
The School of International Arbitration of the Centre for Commercial Law Studies at Queen Mary University of London celebrated its 30th anniversary in April 2015 with a major conference featuring presentations by 35 international arbitration practitioners and scholars from many countries representing a variety of legal systems. This volume has emerged from that conference. What is striking is not only the range and diversity of the topics examined but also the emergence of new subjects for examination, demonstrating that arbitration law and practice do not stand still but are constantly evolving. The issues and topics covered include the following: - Evolution of case law and practice in int...
Green, Closed Loop, Circular Bio-Economy
In recent years, bioeconomy strategies have been implemented and adapted internationally. In the bioeconomy, materials are to a certain extent circular by nature. However, biomaterials may also be used in a rather linear way. Lately, a transition towards a circular economy, a more restorative and regenerative economic model, is being promoted worldwide. A circular economy offers an alternative model aiming at “doing more and better with less”. It is based on the idea that circulating matter and energy will diminish the need for new input. Its concept lies in maintaining the value of products, materials, and resources for as long as possible and at the same time minimizing or even elimina...
Climate and Environmental Change in the Mediterranean Basin – Current Situation and Risks for the Future. First Mediterranean Assessment Report
The First Mediterranean Assessment Report (MAR1) prepared by the independent network of Mediterranean Experts on Climate and environmental Change (MedECC) founded in 2015 was published in November 2020. MAR1 assesses the best available scientific knowledge on climate and environmental change and associated risks in the Mediterranean Basin in order to render it accessible to policymakers, stakeholders and citizens. The report has been written by 190 scientists from 25 countries, all contributing in individual capacity and without financial compensation. The report includes a Summary for Policymakers (SPM), which comprises the key messages of the MAR1. The UNEP/MAP – Barcelona Convention Secretariat, through its Plan Bleu Regional Activity Center, and the Secretariat of the Union for the Mediterranean work in partnership to support MedECC, and to contribute to establish a sound and transparent scientific assessment process.
Arbitration in Egypt
Egypt, and in particular the Cairo Regional Centre for International Commercial Arbitration (CRCICA), has clearly cemented its status as a preferred seat for arbitration cases in both the Middle East–North Africa (MENA) region and the African continent. To assist parties with a need or desire to arbitrate disputes arising in these regions – whether commercial or investment – this incomparable book, the first in-depth treatment in any language of arbitration practice under Egyptian law, provides a comprehensive overview of the arbitration process and all matters pertaining to it in Egypt, starting with the arbitration agreement and ending with the recognition and enforcement of the arbi...
