Description: Journey through the theory and practice of modern deep learning, and apply innovative techniques to solve everyday data problems.
In Inside Deep Learning, you will learn how to:- Implement deep learning with PyTorch
- Select the right deep learning components
- Train and evaluate a deep learning model
- Fine tune deep learning models to maximize performance
- Understand deep learning terminology
- Adapt existing PyTorch code to solve new problems
Inside Deep Learning is an accessible guide to implementing deep learning with the PyTorch framework. It demystifies complex deep learning concepts and teaches you to understand the vocabulary of deep learning so you can keep pace in a rapidly evolving field. No detail is skipped--you'll dive into math, theory, and practical applications. Everything is clearly explained in plain English.
Brief description: Edward Raff is a Director of Emerging AI at Booz Allen Hamilton, where he leads the machine learning research team. He has worked in healthcare, natural language processing, computer vision, and cyber security, among fundamental AI/ML research. The author of Inside Deep Learning, Dr. Raff has over 100 published research articles at the top artificial intelligence conferences. He is the author of the Java Statistical Analysis Tool library, a Senior Member of the Association for the Advancement of Artificial Intelligence, and twice chaired the Conference on Applied Machine Learning and Information Technology and the AI for Cyber Security workshop. Dr. Raff's work has been deployed and used by anti-virus companies all over the world.
Review Quotes: "Afantastic book with a colourful and intuitive way of describing how deep learning works." Richard Vaughan
"Amazing at what it does. It's a book for people who not only want to use deep learning, but also understand it!" Adam Slysz "A remarkably clear explanation of practical deep learning showing readers how to quickly and systematically apply deep learning techniques tosolve their everyday data problems." Jeff Neumann "If you want to learn some of the deeper explanations of deep learning and PyTorch then read this book!" Tiklu Ganguly "A must read if you don't understand how Deep Learning works under the hood." Abdul Basit Hafeez