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Green Software Engineering

You're reading from   Green Software Engineering Exploring Green Technology for Sustainable IT Solutions

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Product type Paperback
Published in Jul 2024
Publisher Packt
ISBN-13 9781835885888
Length 236 pages
Edition 1st Edition
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Author (1):
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Santiago Fontanarrosa Santiago Fontanarrosa
Author Profile Icon Santiago Fontanarrosa
Santiago Fontanarrosa
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Table of Contents (16) Chapters Close

Preface 1. Part 1: Environmental Impact of Software
2. Chapter 1: Digital Carbon Footprint FREE CHAPTER 3. Chapter 2: Sustainable Software Engineering and Digital Sobriety Principles 4. Part 2: Developing Energy-Efficient Software
5. Chapter 3: Green Architecture and Measuring Impact 6. Chapter 4: User Experience and Design 7. Chapter 5: Algorithms and Programming Languages 8. Chapter 6: Development and Testing 9. Chapter 7: Infrastructure and Deployment 10. Chapter 8: Data Management 11. Part 3: Green Engineering at Scale
12. Chapter 9: Sustainable Software Delivery Framework 13. Chapter 10: Regulations, Standards, and Future Perspectives 14. Index 15. Other Books You May Enjoy

Model training

In the realm of Artificial Intelligence (AI) and Machine Learning (ML), model training is a fundamental process that transforms raw data into a functional model capable of making predictions, classifying information, or uncovering patterns. It can be thought of as teaching a computer to learn from examples, much like how humans learn from experience. However, training AI models is a computationally intensive process that can have significant energy costs and environmental impacts. Efficiently training AI models not only reduces energy consumption but also accelerates development cycles and minimizes operational costs, paving the way for a more sustainable and cost-effective future in AI.

AI Model

In the context of AI and ML, a model is a mathematical representation of a real-world process or system. It’s trained using historical data to recognize patterns, make predictions, or identify relationships within the data.

The activities involved in training...

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