Machine Learning with Python: Principles and Practical TechniquesКНИГИ » ПРОГРАММИНГ
Название: Machine Learning with Python: Principles and Practical Techniques Автор: Parteek Bhatia Издательство: Cambridge University Press Год: 2025 Страниц: 1159 Язык: английский Формат: pdf Размер: 70.1 MB
Machine learning has become a dominant problem-solving technique in the modern world, with applications ranging from search engines and social media to self-driving cars and Artificial Intelligence (AI). This lucid textbook presents the theoretical foundations of Machine Learning algorithms, and then illustrates each concept with its detailed implementation in Python to allow beginners to effectively implement the principles in real-world applications. All major techniques, such as regression, classification, clustering, Deep Learning, and association mining, have been illustrated using step-by-step coding instructions to help inculcate a 'learning by doing' approach.
A distinguishing feature of this book is its strong emphasis on Python, a versatile, open-source, and widely used programming language in the realm of ML. By utilizing Python, readers are empowered with a practical and accessible toolset, facilitating the implementation and experimentation of various algorithms discussed in the text. The authors provide hands-on examples and code snippets, fostering a learning-by-doing approach that ensures readers can confidently harness the power of ML in their projects.
Whether you are a seasoned data scientist seeking to enhance your skillset or a curious beginner eager to dive into the world of ML, this book offers something for everyone. Its clear and concise presentation, enriched with illustrative examples and practical exercises, makes it an invaluable resource for self-study or classroom instruction.
The book has no prerequisites, and covers the subject from the ground up, including a detailed introductory chapter on the Python language. As such, it is going to be a valuable resource not only for students of Computer Science, but also for anyone looking for a foundation in the subject, as well as professionals looking for a ready reckoner.
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Machine Learning with Python: Principles and Practical Techniques 
