Ketkar, Nikhil
Deep Learning with Python: Learn Best Practices of Deep Learning Models with PyTorch
- ISBN 13:
- 9781484253632
- author:
- Ketkar, Nikhil
- format:
- Paperback / softback
- publisher:
- APress
- language:
- English
- Publication Year:
- 2021
- Pages:
- 306
- Dimensions:
- 23.4 x 15.6 x 1.7 centimeters (0
- Genre:
- Computers, Programming, Python,
- Condition:
- New
- Availability:
- Item usually sent within 20 working days
Description
Deep Learning with Python: Mastering PyTorch for Real-World Applications Learn to implement deep learning solutions using PyTorch, a powerful platform developed by Facebook's Artificial Intelligence Research Group. This updated edition covers the mathematical fundamentals of linear algebra, vector calculus, probability and optimization, providing a solid theoretical foundation for applying deep learning to real-world problems. You'll discover key components and functionality of PyTorch, including layers, loss functions, and optimization algorithms, as well as essential techniques for training deep learning models on Graphical Processing Unit (GPU) based computation. The book covers all major architectures in deep learning, including feedforward networks, convolution neural networks, recurrent neural networks, long short-term memory networks, autoencoders, and generative adversarial networks. With a focus on best practices for taking these models to production with PyTorch, this comprehensive guide helps you review machine learning fundamentals, understand deep learning concepts, and optimize your models for real-world applications.
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