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- Дата: 22-12-2022, 15:53
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Автор: Ameet V. Joshi
Издательство: Springer
Год: 2023
Страниц: 279
Язык: английский
Формат: pdf (true), epub
Размер: 48.3 MB
The new edition of this popular professional book on Artificial Intelligence (ML) and Machine Learning (ML) has been revised for classroom or training use. The new edition provides comprehensive coverage of combined AI and ML theory and applications. Rather than looking at the field from only a theoretical or only a practical perspective, this book unifies both perspectives to give holistic understanding. The first part introduces the concepts of AI and ML and their origin and current state. The second and third parts delve into conceptual and theoretic aspects of static and dynamic ML techniques. The fourth part describes the practical applications where presented techniques can be applied. The fifth part introduces the user to some of the implementation strategies for solving real life ML problems. Each chapter is accompanied with a set of exercises that will help the reader / student to apply the learnings from the chapter to a real-life problem. Completion of these exercises will help the reader / student to solidify the concepts learned. We are also going to learn how to implement the concepts learnt in each of the chapter using open-source Python libraries. Python has become de facto standard for implementing the Machine Larning algorithms due to support from the community as well as from commercial platforms from companies like Amazon, Google, and Microsoft.