Название: Generative AI Essentials: Unlocking creativity and innovation with Generative AIАвтор: Priyanka Singh, Hariom Singh
Издательство: BPB Publications
Год: 2025
Страниц: 294
Язык: английский
Формат: pdf, epub (true)
Размер: 10.1 MB
Generative AI is changing the way we think about creativity and problem-solving. This book is your go-to guide for understanding and working with this exciting technology.
This book offers a clear introduction to Generative AI, starting with basics like Machine Learning and Deep Learning. It explains key models, including GANs and VAEs, breaking down their architectures and training methods. You will discover how Transformer models like GPT have transformed natural language processing (NLP) and enabled advancements in language generation. The book explores practical applications such as image synthesis, style transfer, and text generation, showing how generative AI merges technology with creativity. Advanced topics like reinforcement learning, AI ethics, and bias are also covered. Practical tips for creating your own Generative AI models, along with insights into the future of this groundbreaking field, making it an essential resource for AI enthusiasts and professionals.
By the end of this book, you will have a firm grasp of Generative AI concepts and practical skills to get you started. You will be well-prepared to use cloud platforms like AWS, Azure, and GCP to build and launch powerful Generative AI projects. From creating realistic images to crafting natural text, you will explore hands-on examples while tackling important ethical questions. This book gives you the skills and confidence to explore the limitless potential of Generative AI.
Generative AI is a transformative branch of Artificial Intelligence (AI) that functions as a creative force akin to a skilled artist. It can autonomously produce art, storytelling, and music, turning imaginative concepts into reality. Unlike magic, this capability is grounded in intelligent algorithms and extensive datasets, propelling technology and art into new dimensions. Generative AI operates by learning from vast datasets, harnessing the essence of human creativity to craft original content such as images, text, and music. In essence, it represents a powerful and innovative influence shaping the future of both technology and artistic expression.
Key Features:
- Learn GANs, VAEs, and Transformers with real-world applications.
- Build scalable generative AI models using AWS, Azure, and GCP.
- Explore ethical AI, creative projects, and future trends in technology.
What you will learn:
- Build foundational knowledge of generative AI principles and models.
- Apply machine learning and deep learning for creative content generation.
- Leverage GANs, VAEs, and Transformer models in real-world scenarios.
- Master cloud tools for scalable generative AI development.
- Address ethical challenges and implement responsible AI practices.
- Explore advanced applications and future directions of generative AI.
Who this book is for:
This book is designed for data scientists, Machine Learning engineers, software developers, cloud professionals, educators, students, and creative professionals.
Contents:
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