
Generative AI and Creativity
From Theory to Practice
- English
- ePUB (mobile friendly)
- Available on iOS & Android
About this book
Generative AI and Creativity: From Theory to Practice is an immersive exploration into the revolutionary domain of generative artificial intelligence. It takes a step-by-step journey starting with the fundamentals of generative AI and progressing to advanced applications. The book unravels the complexities of generative models, delving into key techniques such as generative adversarial networks (GANs) and variational autoencoders (VAE)s, providing a solid foundation for readers to understand the underlying principles.
FEATURES
⢠Explores the collaboration between humans and AI in creative processes
⢠Examines generative art movements, graphic design applications, and artist-AI collaborations
⢠Defines creativity in AI, by showcasing case studies and discussing ethical considerations
Moving beyond creative content generation in art and music to practical implementations in industries like healthcare and finance, the book showcases the versatility and transformative potential of generative AI across diverse domains. Readers will gain practical skills through coding examples, case studies, and collaborative projects, empowering them to integrate generative AI into their own work.
The book is enriched with stories of innovation, featuring pioneers who have leveraged generative AI to push the boundaries of creativity. Ethical considerations and the societal impact of generative AI are also explored to foster a holistic understanding of the technology.
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Information
Table of contents
- Cover
- Half Title
- Title
- Copyright
- Contents
- Preface
- Editors
- Contributors
- Chapter 1 Generative AI and Creativity: An Overview
- Chapter 2 Understanding Creativity Using Generative AI: In-Depth Analysis
- Chapter 3 Harmonizing Tradition and Innovation: Computational Strategies for Preserving Thanjavur Paintings from Generative AI
- Chapter 4 Creation and Analysis of Sculptures Using the Principles of Generative AI
- Chapter 5 An Automated Image Style Transfer Framework Using GenAI Algorithm
- Chapter 6 Human-AI Collaboration with Decision Control and Adaptive Trust for Enhancing User Perceptions
- Chapter 7 Applications of Generative AI in Gaming and Virtual Environments
- Chapter 8 EffiTrans Basal Cell Carcinoma: Designing a Generative AI Framework for Accurate Basal Cell Carcinoma Image Classification Using EfficientNet and Transfer Learning
- Chapter 9 Generative AIāDriven Music Genre Classification: Unlocking Creativity and Innovation in Automated Audio Analysis
- Chapter 10 Image-Based Analysis of Parkinsonās Disease Using Generative Artificial Intelligence Algorithms
- Chapter 11 Harnessing Generative AI Tools and Techniques: Beyond Algorithms for a Smarter Future
- Chapter 12 An Exploration of Generative AI Frameworks and Tools for Generation of Multi-Perspective Contents
- Chapter 13 Comprehensive Understanding of Evaluating and Testing Generative Models
- Chapter 14 Metrics, Tools and Challenges for Assessing Generative Models
- Chapter 15 Rise of Generative AI: Exploring Its Impact on Creative Industries
- Chapter 16 Impact of Commercial Applications on GenAI with Its Evolving Landscape
- Chapter 17 AI in Academic Environments: A Study of Perspectives and Practices
- Chapter 18 Generative AI: A Personalized and Ubiquitous Tutor
- Chapter 19 Integration of Generative AI: An Advent of Education 4.0
- Chapter 20 Generative AI ā Challenges and Future Directions
- Chapter 21 Comparative Analysis of Transformer Models for Stack Overflow Question Quality Classification
- Index