Deep learning v jazyku Python - 2., rozšířené vydání – Chollet Francois (2023)

Machine learning has made remarkable progress in recent years, evolving from nearly unusable speech and image recognition to almost superhuman accuracy, from programs that could barely defeat a slightly more experienced chess player to world champion conquerors. ***** The progress in the development of learning programs is driven by so-called deep learning, which is a combination of theories and proven technical practices that have enabled the development of a range of previously unfeasible applications. With their help, we can analyze and synthesize text and spoken word, translate from one language to another, recognize individuals, or control self-driving cars. ***** The book will teach readers, whose knowledge of the Python language is at an intermediate level, to design deep learning systems in this language using the Keras and TensorFlow libraries, which are used by most authors of winning systems from deep learning competitions. The explanation is based on intuitive explanations and practical examples. Challenging concepts will be practiced on applications in the fields of computer vision, natural language processing, and generative models. This will provide you with the knowledge and practical skills to apply deep learning in your own projects. The author…