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Patterns, Predictions, and Actions: Foundations of Machine Learning
An authoritative, up-to-date graduate textbook on machine learning that highlights its historical context and societal impacts Patterns, Predictions, and Actions introduces graduate students to the essentials of machine learning while offering invaluable perspective on its history and social implications. Beginning with the foundations of decision making, Moritz Hardt and Benjamin Recht explain how representation, optimization, and generalization are the constituents of supervised learning. They go on to provide self-contained discussions of causality, the practice of causal inference, sequential decision making, and reinforcement learning, equipping readers with the concepts and tools they ...
Nietzsche's Early Literary Writings and the Birth of Tragedy
The name Friedrich Nietzsche resonates around the world. Although known primarily as a philosopher, Nietzsche began his writing career while still a boy with literary texts: poetry, prose, and dramas. The present book is the first extensive study in English of these early literary works. It understands Nietzsche in the light of his activity as a creative writer from his juvenilia through his first two years as professor of classical philology at the University of Basel, that is, through the 1872 publication of his first major work, The Birth of Tragedy Out of the Spirit of Music. Knowledge of Nietzsche's early literary writings further underscores the value of The Birth of Tragedy as a work ...
Nietzsche and Music
Friedrich Nietzsche (1844-1900) was not only a philosopher who loved and wrote about music; he was also a musician, pianist, and composer. In this ground-breaking volume, philosophers, historians, musicians, and musicologists come together to explore Nietzsche’s thought and music in all its complexity. Starting from the role that music played in the formation and articulation of Nietzsche’s thought, as well as the influence that contemporary composers had on him, the essays provide an in-depth analysis of the structural and stylistic aspects of his compositions. The volume highlights the significance of music in Nietzsche’s life and looks deeply at his musical experiments which led to a new and radically different style of composition in relation with his philosophical thought. It also traces the influence that Nietzsche had on many other musicians and musical genres, from Russian composers to current rock music and heavy metal.
Contested Rituals
Judd gives us a new understanding of the formation of German political systems, the importance of religious practices to Jewish political leadership, and the interaction of Jews with the German government.
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