دانلود کتاب هوش مصنوعی کاربردی در جولیا، پیاده‌سازی شبکه‌های عصبی، الگوریتم‌های ژنتیک و تکامل عصبی در جولیا

Artificial intelligence (AI) radically changes how we use computers to solve problems. By exploiting previous experience, which may be expressed in terms of examples, the machine can identify patterns in a given situation and identify the same patterns in a slightly different situation. This is essentially the way AI is used nowadays. The field of AI is moving fast, and unfortunately, it is often difficult to make its way through. Practical Artificial Intelligence in Julia aims to provide a practical foundation for a set of expressive artificial intelligence algorithms using the Julia programming language. The book makes two large contributions to existing related books. The first contribution details some expressive techniques, namely, neural networks, genetic algorithms, and neuro evolution. No other books comprehensively relate to these topics by providing a full Julia implementation. The book provides material in an incremental fashion, beginning with a little perceptron and ending with a full implementation of two algorithms for neuro evolution. The second contribution is to provide a set of compelling, non-trivial, and self-contained applications of these techniques, including AI for a platform game and a computational model of evolving walking creatures. The book is meant to be accessible to a large audience and delivers executable source code. The implementation provided in this book is self-contained and relies only on common low-level libraries. Overall, this book details and illustrates some easy-to-use recipes for solving concrete and practical problems. It provides a complete and reusable set of tools in the Julia programming language. Practical Artificial Intelligence in Julia is not a book about how to use an existing API provided by external libraries. Instead, this book guides you to build your own API for artificial intelligence. Building your API has incredible benefits, such as high tunability and malleability, which are essential to solving very specific problems.