Description
- ISBN-10: 1032841893
- ISBN-13: 978-1032841892
- Edition: 1st
- Publication date: 11 September 2025
- Language: English
- Dimensions: 15.6 x 1.32 x 23.39 cm
- Print length: 200 pages
Availability: In Stock
Deep Learning Generalization: Theoretical Foundations and Practical Strategies
SKU: 9781032841892
Original price was: ₹5,829.81.₹4,663.85Current price is: ₹4,663.85.
Unlock the secrets of deep learning generalization with “Deep Learning Generalization: Theoretical Foundations and Practical Strategies.” This essential guide, perfect for The Bookish Owl, explores how deep neural networks achieve high performance on new data. Dive into critical concepts like model complexity, overfitting, underfitting, and modern phenomena such as double descent and implicit regularization. The book masterfully blends rigorous mathematical theory with practical PyTorch implementations, covering data, architecture, objective functions, and optimization. Discover how regularization enhances predictive power and parameter efficiency. From statistical learning theory to Neural Tangent Kernels, this resource offers a progressive learning journey. Enhance your deep learning skills for academic research or industry applications. Get your copy at The Bookish Owl and master robust generalization today.
5 in stock
Description
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