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Many Python developers are curious about what machine learning is and how it can be concretely applied to solve issues faced in businesses handling medium to large amount of data. Machine Learning with Python teaches you the basics of machine learning and provides a thorough hands-on understanding of the subject.You'll learn important machine learning concepts and algorithms, when to use them, and how to use them. The book will cover a machine learning workflow: data preprocessing and working with data, training algorithms, evaluating results, and implementing those algorithms into a production-level system.
Our actions are informed by the consideration of reasons; reasons which constructivism suggests are not simply discovered, but made by us. This book examines this view, elaborating its basic idea into a fully-fledged account of practical reasons, making its theoretical commitments explicit, and defending it against well-known objections.
The first volume of edited papers from the Tenth World Congress of the Econometric Society 2010.
The book offers a systematic discussion of the facets of the relationship between the European Union and customary international law.
Müller cells may be used in the future for novel therapeutic strategies to protect neurons against apoptosis (for example, somatic gene therapy), or to differentiate retinal neurons from Müller/stem cells. Meanwhile, a proper understanding of the gliotic responses of Müller cells in the diseased retina, and of their protective vs. detrimental effects, is essential for the development of efficient therapeutic strategies that use and stimulate the neuron-supportive/-protective - and prevent the destructive - mechanisms of gliosis.
This book aims to provide comprehensive coverage of the field of air transportation, giving attention to all major aspects, such as aviation regulation, economics, management and strategy. The book approaches aviation as an interrelated economic system and in so doing presents the “big picture” of aviation in the market economy. It explains the linkages between domains such as politics, society, technology, economy, ecology, regulation and how these influence each other. Examples of airports and airlines, and case studies in each chapter support the application-oriented approach. Students and researchers in business administration with a focus on the aviation industry, as well as professionals in the industry looking to refresh or broaden their knowledge of the field will benefit from this book.
Kate Parlett's study of the individual in the international legal system examines the way in which individuals have come to have a certain status in international law, from the first treaties conferring rights and capacities on individuals through to the present day. The analysis cuts across fields including human rights law, international investment law, international claims processes, humanitarian law and international criminal law in order to draw conclusions about structural change in the international legal system. By engaging with much new literature on non-state actors in international law, she seeks to dispel myths about state-centrism and the direction in which the international legal system continues to evolve.
The preacher Master Eckhart was once accused of heresy. He not only questioned the authority of the church, but also described the open secret that is spoken of today in Advaita and Nonduality. Andreas Müller presents mystical words of Master Eckhart and comments on them.
This intellectually rigorous introduction to international law encourages readers to engage with multiple aspects of the topic: as 'law' directing and shaping its subjects; as a technique for governing the world of states and beyond statehood; and as a framework within which several critical and constructivist projects are articulated. The articles situate international law in its historical and ideological context and examine core concepts such as sovereignty, jurisdiction and the state. Attention is also given to its operation within international institutions and in dispute settlement, and a separate section is devoted to international law's 'projects': protecting human rights, eradicating poverty, the conservation of resources, the regulation of international trade and investment and the establishment of international order. The diverse group of contributors draws from disciplinary orientations ranging from positivism to postmodernism to ensure that this book is informed theoretically and politically, as well as grounded in practice.