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Advanced Deep Learning with Python
book

Advanced Deep Learning with Python

by Ivan Vasilev
December 2019
Intermediate to advanced
468 pages
14h 28m
English
Packt Publishing

Overview

This book explores the advanced concepts of deep learning using Python with frameworks like TensorFlow and PyTorch. You will learn to design, train, and deploy state-of-the-art neural networks leveraging cutting-edge methodologies applied to real-world use cases like computer vision, NLP, and autonomous systems.

What this Book will help me do

  • Master advanced neural network architectures and their implementations.
  • Apply convolutional neural networks (CNNs) to computer vision tasks like object detection.
  • Generate data using variational autoencoders and GANs for generative applications.
  • Use sequence models such as RNNs and transformers for natural language understanding.
  • Leverage meta-learning and advanced deep learning techniques to develop flexible AI models.

Author(s)

None Vasilev is a highly experienced AI developer and deep learning researcher. With years of experience in building AI systems and implementing advanced neural network architectures, they share their knowledge in a comprehensive and practical manner. Their writing focuses on breaking complex concepts into digestible explanations for technical learners.

Who is it for?

This book is intended for data scientists, machine learning engineers, and AI developers with foundational knowledge of deep learning and Python. Ideal for those aspiring to specialize in advanced AI techniques and wish to stay abreast of the latest developments in neural network research. The content is designed to challenge and expand your existing skills, providing actionable knowledge that professionals can directly implement.

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Publisher Resources

ISBN: 9781789956177