BOOKS - Building Neural Networks from Scratch with Python
Building Neural Networks from Scratch with Python - L.D. Knowings 2023 PDF Independently published BOOKS
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Building Neural Networks from Scratch with Python
Author: L.D. Knowings
Year: 2023
Pages: 163
Format: PDF
File size: 33.3 MB
Language: ENG



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Book Description: Building Neural Networks from Scratch with Python is a comprehensive guide to creating neural networks using Python programming language. The book covers the basics of neural networks, including the history of their development, the principles of operation, and the different types of networks available. It also provides step-by-step instructions for building a neural network from scratch, including how to create layers, add weights, and train the network. Additionally, the book covers advanced topics such as regularization techniques, optimization algorithms, and how to use pre-trained models. The book is written in an approachable and easy-to-understand style, making it accessible to readers who may not have a strong background in computer science or mathematics. The author uses relatable analogies and examples to help readers understand complex concepts, and includes practical exercises to reinforce their learning. Throughout the book, the author emphasizes the importance of understanding the process of technological evolution and the need to develop a personal paradigm for perceiving the technological process of developing modern knowledge. This paradigm can be applied to any field of study, and can help readers better understand the world around them and make more informed decisions about technology's role in society. The book concludes by discussing the potential of neural networks for unifying people in a warring state, and how they can be used to solve complex problems such as climate change and social inequality. Book Outline: I. Introduction * Overview of the history of neural networks * Explanation of the principles of operation * Types of neural networks available II.
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