Python Deep Learning: Understand how deep neural networks work and apply them to real-world tasks 3rd Edition Vasilev

Python Deep Learning: Understand how deep neural networks work and apply them to real-world tasks – Ebook Instant Download/Delivery ISBN(s): 9781837638505,1837638500

Product details:

• ISBN 10: 1837638500
• ISBN 13:9781837638505
• Author: Ivan Vasilev

The field of deep learning has developed rapidly in the past years and today covers broad range of applications. This makes it challenging to navigate and hard to understand without solid foundations. This book will guide you from the basics of neural networks to the state-of-the-art large language models in use today.

The first part of the book introduces the main machine learning concepts and paradigms. It covers the mathematical foundations, the structure, and the training algorithms of neural networks and dives into the essence of deep learning.

The second part of the book introduces convolutional networks for computer vision. We’ll learn how to solve image classification, object detection, instance segmentation, and image generation tasks.

The third part focuses on the attention mechanism and transformers – the core network architecture of large language models. We’ll discuss new types of advanced tasks, they can solve, such as chat bots and text-to-image generation.

By the end of this book, you’ll have a thorough understanding of the inner workings of deep neural networks. You’ll have the ability to develop new models or adapt existing ones to solve your tasks. You’ll also have sufficient understanding to continue your research and stay up to date with the latest advancements in the field.

Table contents:

1. Machine Learning – an Introduction
2. Neural Networks
3. Deep Learning Fundamentals
4. Computer Vision with Convolutional Networks
5. Advanced Computer Vision Applications
6. Natural Language Processing and Recurrent Neural Networks
7. The Attention Mechanism and Transformers
8. Exploring Large Language Models in Depth
9. Advanced Applications of Large Language Models
10. Machine Learning Operations (ML Ops)

People also search:

deep neural network python

neural networks and deep learning python

deep learning by python

difference between deep neural network and neural network

neural network deep learning difference