TY - BOOK AU - Weidman, Seth TI - Deep learning from scratch : building with Python from first principles SN - 9789352139026 U1 - 006.32 WEI-S PY - 2019/// CY - India PB - O'Reilly / SPD KW - Machine learning KW - Neural networks (Computer science) KW - Python (Computer program language) KW - Artificial intelligence N1 - With the resurgence of neural networks in the 2010s, deep learning has become essential for machine learning practitioners and even many software engineers. This book provides a comprehensive introduction for data scientists and software engineers with machine learning experience. You’ll start with deep learning basics and move quickly to the details of important advanced architectures, implementing everything from scratch along the way. Author Seth Weidman shows you how neural networks work using a first principles approach. You’ll learn how to apply multilayer neural networks, convolutional neural networks, and recurrent neural networks from the ground up. With a thorough understanding of how neural networks work mathematically, computationally, and conceptually, you’ll be set up for success on all future deep learning projects ER -