This open access book provides a state-of-the-art overview of current machine learning research and its exploitation in various application areas. It has become apparent that the deep integration of artificial intelligence (AI) methods in products and services is essential for companies to stay competitive. The use of AI allows large volumes of data to be analyzed, patterns and trends to be identified, and well-founded decisions to be made on an informative basis. It also enables the optimization of workflows, the automation of processes and the development of new services, thus creating potential for new business models and significant competitive advantages. The book is divided in two main parts: First, in a theoretically oriented part, various AI/ML-related approaches like automated machine learning, sequence-based learning, deep learning, learning from experience and data, and process-aware learning are explained. In a second part, various applications are presented that benefit from the exploitation of recent research results. These include autonomous systems, indoor localization, medical applications, energy supply and networks, logistics networks, traffic control, image processing, and IoT applications. Overall, the book offers professionals and applied researchers an excellent overview of current exploitations, approaches, and challenges of AI/ML-related research.

Generative modeling is one of the hottest topics in AI. It’s now possible to teach a machine to excel at human endeavors such as painting, writing, and composing music. With this practical book, machine-learning engineers and data scientists will discover how to re-create some of the most impressive examples of generative deep learning models, such as variational autoencoders,generative adversarial networks (GANs), encoder-decoder models and world models. Author David Foster demonstrates the inner workings of each technique, starting with the basics of deep learning before advancing to some of the most cutting-edge algorithms in the field. Through tips and tricks, you’ll understand how to make your models learn more efficiently and become more creative. Discover how variational autoencoders can change facial expressions in photos Build practical GAN examples from scratch, including CycleGAN for style transfer and MuseGAN for music generation Create recurrent generative models for text generation and learn how to improve the models using attention Understand how generative models can help agents to accomplish tasks within a reinforcement learning setting Explore the architecture of the Transformer (BERT, GPT-2) and image generation models such as ProGAN and StyleGAN

A jaw-dropping exploration of everything that goes wrong when we build AI systems and the movement to fix them. Today’s “machine-learning” systems, trained by data, are so effective that we’ve invited them to see and hear for us—and to make decisions on our behalf. But alarm bells are ringing. Recent years have seen an eruption of concern as the field of machine learning advances. When the systems we attempt to teach will not, in the end, do what we want or what we expect, ethical and potentially existential risks emerge. Researchers call this the alignment problem. Systems cull résumés until, years later, we discover that they have inherent gender biases. Algorithms decide bail and parole—and appear to assess Black and White defendants differently. We can no longer assume that our mortgage application, or even our medical tests, will be seen by human eyes. And as autonomous vehicles share our streets, we are increasingly putting our lives in their hands. The mathematical and computational models driving these changes range in complexity from something that can fit on a spreadsheet to a complex system that might credibly be called “artificial intelligence.” They are steadily replacing both human judgment and explicitly programmed software. In best-selling author Brian Christian’s riveting account, we meet the alignment problem’s “first-responders,” and learn their ambitious plan to solve it before our hands are completely off the wheel. In a masterful blend of history and on-the ground reporting, Christian traces the explosive growth in the field of machine learning and surveys its current, sprawling frontier. Readers encounter a discipline finding its legs amid exhilarating and sometimes terrifying progress. Whether they—and we—succeed or fail in solving the alignment problem will be a defining human story. The Alignment Problem offers an unflinching reckoning with humanity’s biases and blind spots, our own unstated assumptions and often contradictory goals. A dazzlingly interdisciplinary work, it takes a hard look not only at our technology but at our culture—and finds a story by turns harrowing and hopeful.

In today's fast-paced business landscape, Artificial Intelligence (AI) has become a game-changer, driving innovation, efficiency, and growth across every industry. "AI Advantage" demystifies AI and provides business leaders, entrepreneurs, and innovators with a clear, actionable roadmap for integrating AI into their operations. Whether you're looking to streamline processes, enhance customer experiences, or unlock new revenue streams, this comprehensive guide shows you how to leverage AI effectively. From foundational AI concepts to real-world case studies, this book covers the various types of AI models—including machine learning, deep learning, and natural language processing—and their practical applications in industries such as healthcare, retail, finance, and manufacturing. You'll discover how to assess your AI readiness, build a strategy, and implement AI solutions tailored to your specific business needs. Additionally, "AI Advantage" addresses the ethical challenges of AI, offers insights into the future of AI-driven business models, and highlights the most effective tools and resources for getting started. Packed with real-life examples, expert advice, and actionable steps, this book is your ultimate guide to transforming your business with AI and staying ahead in the age of intelligent automation.

This book introduces the reader to the latest innovations in fields such as artificial intelligence, systems biology or surgery, and gives advice on what new technologies to consider for becoming a market leader of tomorrow. Companies generally acquire information on these fields from various sources such as market reports, scientific literature or conference events, but find it difficult to distinguish between mere hype and truly valuable innovations. This book offers essential guidance in the form of structured and authoritative contributions by experts in innovative technologies spanning from biology and medicine to augmented reality and smart power grids. The authors identify high-potential fields and demonstrate the impact of their technologies to create economic value in real-world applications. They also offer business leaders advice on whether and how to implement these new technologies and innovations in their companies or businesses.

Do you find yourself puzzled by the complexities of artificial intelligence? Are you eager to understand how AI is transforming our world but don’t know where to start? Do you want to explore the fascinating world of AI without feeling overwhelmed? Yes, you can master the basics of AI and unlock its potential! “AI Unlocked: A Beginner’s Guide to Understanding and Exploring Artificial Intelligence” is your ultimate guide to demystifying AI. This comprehensive book covers everything from the history and types of AI to its applications in various fields like healthcare, education, transportation, and more. Designed for beginners, this book makes AI accessible and engaging. Benefits of Reading This Book: Build a Strong Foundation: Gain a clear understanding of AI concepts and terminology. Explore Real-World Applications: Learn how AI is used in everyday life and various industries. Stay Ahead of the Curve: Keep up with the latest trends and advancements in AI. Practical Insights: Discover how to apply AI concepts in real-world scenarios. Why This Book is a Good Answer for Those Seeking to Learn More About AI: Beginner-Friendly: Written in an easy-to-understand language, perfect for those new to AI. Comprehensive Coverage: Covers a wide range of topics, from AI history to its future. Engaging Content: Includes real-life examples, case studies, and interactive elements to keep you engaged. Expert Insights: Provides insights from AI experts and thought leaders. More Bullet Points: Demystify the complexities of AI. Learn AI concepts and terminology. Explore AI applications in healthcare, education, and more. Stay updated with the latest AI trends. Gain practical insights for real-world applications. Call to Action: Get your copy of “AI Unlocked: A Beginner’s Guide to Understanding and Exploring Artificial Intelligence” today and embark on a journey to become knowledgeable about AI. Let this book guide you through the fascinating world of AI and help you stay ahead in the tech-savvy world.

AI Mastery: Unlocking the Secrets to Productivity, Success, and Financial Freedom AI is already transforming industries, automating jobs, and reshaping the future. If you’re not actively learning and adapting, you risk being left behind, both professionally and financially. The thought of missing out on these opportunities while others get ahead can be overwhelming. Imagine watching your peers and competitors leap ahead of you—scoring promotions, automating tasks, and freeing up time, all while you’re stuck using outdated methods. You don’t just lose time; you lose the potential for growth, wealth, and a better lifestyle. With technology advancing rapidly, waiting another month or year to act could cost you thousands of lost opportunities and keep you stuck in a stagnant job or life. AI Mastery: Unlocking the Secrets to Productivity, Success, and Financial Freedom is your essential guide to understanding and harnessing the power of AI for your success. This audiobook breaks down complex concepts into simple, actionable steps that you can start implementing immediately—whether it’s using AI to boost productivity, investing smartly in AI-driven markets, or gaining skills that make you irreplaceable in the workforce. You don’t need to be a tech expert to succeed in the AI revolution. You need to start with the right knowledge and tools. This audiobook delivers both in a clear, engaging format perfect for anyone—whether you’re a business owner, freelancer, or career professional looking to stay ahead of the curve. Don’t wait for the future to pass you by—seize it now. Download AI Mastery Now and start transforming your career, finances, and personal life with the power of AI. Take action today, and become one of the AI success stories of tomorrow!