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A Beginner's Guide to Medical Application Development with Deep Convolutional Neural Networks
Hoofdkenmerken
Auteur: Snehan Biswas; Amartya Mukherjee; Nilanjan Dey
Titel: A Beginner's Guide to Medical Application Development with Deep Convolutional Neural Networks
Uitgever: Taylor & Francis
ISBN: 9781040172360
ISBN boekversie: 9781032589275
Editie: 1
Prijs: € 76,72
Verschijningsdatum: 02-12-2024
Inhoudelijke kenmerken
Categorie: Biomedical
Taal: English
Imprint: CRC Press
Technische kenmerken
Verschijningsvorm: E-book
 

Inhoudsopgave:

This book serves as a source of introductory material and reference for medical application development and related technologies by providing the detailed implementation of cutting-edge deep learning methodologies. It targets cloud-based advanced medical application developments using open-source Python-based deep learning libraries. It includes code snippets and sophisticated convolutional neural networks to tackle real-world problems in medical image analysis and beyond. Features: Provides programming guidance for creation of sophisticated and reliable neural networks for image processing. Incorporates the comparative study on GAN, stable diffusion, and its application on medical image data augmentation. Focuses on solving real-world medical imaging problems. Discusses advanced concepts of deep learning along with the latest technology such as GPT, stable diffusion, and ViT. Develops applicable knowledge of deep learning using Python programming, followed by code snippets and OOP concepts. This book is aimed at graduate students and researchers in medical data analytics, medical image analysis, signal processing, and deep learning.
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