Generative AI Essentials

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 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.

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.

1. Introduction to Generative AI
2. Generative Adversarial Networks
3. Variational Autoencoders
4. Transformer Models and Language Generation
5. Image Generation and Style Transfer
6. Text Generation and Language Models with Real-time Examples
7. Generative AI in Art and Creativity
8. Exploring Advanced Concepts
9. Future Direction and Challenges
10. Building Your Own-Generative AI Models
11. Conclusion and Outlook
Appendices

Dr. Priyanka Singh is a trailblazer in the fields of artificial intelligence, cloud computing, and education. With over a decade of impactful experience across industry and academia, she has successfully led transformative projects in diverse sectors such as transportation, logistics, healthcare, and manufacturing. As an Engineering Manager (AI) at Universal AI, she leads a talented team of engineers and ensures that AI solutions are developed with a focus on ethics, governance, and societal impact.

She holds a PhD in cloud computing and has contributed to the field through co- authoring books and video courses on artificial intelligence and natural language processing. As a passionate educator and mentor, she is dedicated to fostering the next generation of engineers and leaders by encouraging hands-on learning and innovative thinking.

Her achievements include being honored among the Top 100 Women in Tech (artificial intelligence) and receiving multiple awards for her dedication to technical education and leadership. She is a strong advocate for leveraging AI for societal good through initiatives like #AIforLife.

Now transitioning to the education system in Arkansas, she is on the path to becoming an AP Computer Science and Programming educator, inspiring young minds to explore the endless possibilities of technology.

She resides in Bentonville, Arkansas, with her supportive husband Hariom Singh, and their sons, Gopi and Aaditya. She exemplifies the balance of leadership, mentorship, and motherhood while working tirelessly toward a future where technology drives equitable innovation and growth.

With over 15 years of experience, Hariom Singh, an MBA and certified PMP and RMP, is committed to driving transformation, inspiring innovation, and spearheading the adoption of emerging technologies. He excels in business strategy and execution, cross-functional management, data-driven decision-making, and KPI optimization. He is also highly skilled in strategic communication, ensuring clarity and delivering impactful outcomes.