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Deep Learning Illustrated
"The authors’ clear visual style provides a comprehensive look at what’s currently possible with artificial neural networks as well as a glimpse of the magic that’s to come." – Tim Urban, author of Wait But Why Fully Practical, Insightful Guide to Modern Deep Learning Deep learning is transforming software, facilitating powerful new artificial intelligence capabilities, and driving unprecedented algorithm performance. Deep Learning Illustrated is uniquely intuitive and offers a complete introduction to the discipline’s techniques. Packed with full-color figures and easy-to-follow code, it sweeps away the complexity of building deep learning models, making the subject approachable a...
Thinking About Statistics
Simply stated, this book bridges the gap between statistics and philosophy. It does this by delineating the conceptual cores of various statistical methodologies (Bayesian/frequentist statistics, model selection, machine learning, causal inference, etc.) and drawing out their philosophical implications. Portraying statistical inference as an epistemic endeavor to justify hypotheses about a probabilistic model of a given empirical problem, the book explains the role of ontological, semantic, and epistemological assumptions that make such inductive inference possible. From this perspective, various statistical methodologies are characterized by their epistemological nature: Bayesian statistics...
Deepfakes und manipulierte Realitäten
Desinformation, Identitätsmissbrauch, Facial Reenactment, Face Morphing, Face Swapping, Gesichtsgeneration, Full Body Puppetry, Deepfake-Audio Die Imitation von Stimmen und Gesichtern mittels neuer KI-Technologien wird zunehmend einfacher – und die Resultate sind schon heute kaum mehr von echten Stimmen und Gesichtern zu unterscheiden. Diese Technologien bieten viele kreative und innovative Nutzungspotenziale, sowohl für Privatnutzende als auch für verschiedene Wirtschaftsbereiche. Andererseits sind Deepfake-Videos und Deepfake-Audios auch Quell zahlreicher Risiken: Sie können z.B. politische Desinformation vereinfachen, Mobbing Vorschub leisten und kriminelle Aktivitäten begünstigen...
The Privacy Fix
Evidence-based solutions and practical steps to preserve privacy online.
Deep Learning illustriert
Deep Learning begreifen und einsetzen Einführung in verwandte Themen wie Künstliche Intelligenz, Machine Learning und Neuronale Netze viele Illustrationen, verständlich erklärt begleitendes online-Material zum Ausprobieren der Erläuterungen aus dem Buch (Jupyter-Notebooks) Vorstellung von Bibliotheken (Tensor Flow/Keras, PyTorch) Deep Learning verändert unseren Alltag. Dieser Ansatz für maschinelles Lernen erzielt bahnbrechende Ergebnisse in einigen der bekanntesten Anwendungen von heute, in Unternehmen von Google bis Tesla, Facebook bis Apple. Tausende von technischen Fachkräften und Studenten wollen seine Möglichkeiten einsetzen, aber frühere Bücher über Deep Learning waren oft...
100 Painters of Tomorrow
An exciting new global survey of largely unknown talent, selected by an international jury Painting is enjoying a remarkable creative renaissance in the twenty-first century, with many of the world’s leading artists now working in this most enduring and seductive of media. 100 Painters of Tomorrow is the culmination of a new project, initiated by curator Kurt Beers and Thames & Hudson, to find the 100 most exciting painters at work today. This major publication introduces and presents the work from a global cast of painters selected by an international panel featuring some of the most prominent names in contemporary art. The resulting volume offers an intelligent snapshot of the best new t...
Creating Augmented and Virtual Realities
Despite popular forays into augmented and virtual reality in recent years, spatial computing still sits on the cusp of mainstream use. Developers, artists, and designers looking to enter this field today have few places to turn for expert guidance. In this book, Erin Pangilinan, Steve Lukas, and Vasanth Mohan examine the AR and VR development pipeline and provide hands-on practice to help you hone your skills. Through step-by-step tutorials, you’ll learn how to build practical applications and experiences grounded in theory and backed by industry use cases. In each section of the book, industry specialists, including Timoni West, Victor Prisacariu, and Nicolas Meuleau, join the authors to ...
Artificial Intelligence Basics
Artificial intelligence touches nearly every part of your day. While you may initially assume that technology such as smart speakers and digital assistants are the extent of it, AI has in fact rapidly become a general-purpose technology, reverberating across industries including transportation, healthcare, financial services, and many more. In our modern era, an understanding of AI and its possibilities for your organization is essential for growth and success. Artificial Intelligence Basics has arrived to equip you with a fundamental, timely grasp of AI and its impact. Author Tom Taulli provides an engaging, non-technical introduction to important concepts such as machine learning, deep lea...
Grokking Deep Reinforcement Learning
Grokking Deep Reinforcement Learning uses engaging exercises to teach you how to build deep learning systems. This book combines annotated Python code with intuitive explanations to explore DRL techniques. You’ll see how algorithms function and learn to develop your own DRL agents using evaluative feedback. Summary We all learn through trial and error. We avoid the things that cause us to experience pain and failure. We embrace and build on the things that give us reward and success. This common pattern is the foundation of deep reinforcement learning: building machine learning systems that explore and learn based on the responses of the environment. Grokking Deep Reinforcement Learning in...
EDGE
EDGE: The Agile Operating Model That Will Help You Successfully Execute Your Digital Transformation “[The authors’] passion for technology allows them to recognize that for most enterprises in the 21st century, technology is THE business. This is what really separates the EDGE approach. It is a comprehensive operating model with technology at its core.” —From the Foreword by Heidi Musser, Executive Vice President and Principal Consultant, Leading Agile; retired, Vice President and CIO, USAA Maximum innovation happens at the edge of chaos: the messy, risky, and uncertain threshold between randomness and structure. Operating there is uncomfortable but it’s where organizations “inve...
