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Artificial Intelligence with Python Cookbook

You're reading from   Artificial Intelligence with Python Cookbook Proven recipes for applying AI algorithms and deep learning techniques using TensorFlow 2.x and PyTorch 1.6

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Product type Paperback
Published in Oct 2020
Publisher Packt
ISBN-13 9781789133967
Length 468 pages
Edition 1st Edition
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Authors (2):
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Ritesh Kumar Ritesh Kumar
Author Profile Icon Ritesh Kumar
Ritesh Kumar
Ben Auffarth Ben Auffarth
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Ben Auffarth
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Table of Contents (13) Chapters Close

Preface 1. Getting Started with Artificial Intelligence in Python 2. Advanced Topics in Supervised Machine Learning FREE CHAPTER 3. Patterns, Outliers, and Recommendations 4. Probabilistic Modeling 5. Heuristic Search Techniques and Logical Inference 6. Deep Reinforcement Learning 7. Advanced Image Applications 8. Working with Moving Images 9. Deep Learning in Audio and Speech 10. Natural Language Processing 11. Artificial Intelligence in Production 12. Other Books You May Enjoy
Working with Moving Images

This chapter deals with video applications. While methods applied to images can be applied to single frames of videos, this usually comes with a loss of temporal consistency. We will try to strike a balance between what's possible on consumer hardware and what's interesting enough to show and implement.

Quite a few applications should come to mind when talking about video, such as object tracking, event detection (surveillance), deep fake, 3D scene reconstruction, and navigation (self-driving cars).

A lot of them require many hours or days of computation. We'll try to strike a sensible compromise between what's possible and what's interesting. This compromise might be felt more than in other chapters, where computations are not as demanding as for video. As part of this compromise, we'll work on videos frame by frame, rather...

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