A Generative Journey to AI

Explore the world of generative AI, a technology capable of creating new data that closely resembles reality. This book covers the fundamentals and advances through cutting-edge techniques. It also clarifies complex concepts, guiding you through the essentials of deep learning, neural networks, and the exciting world of generative models, like GANs, VAEs, Transformers, etc.

This book introduces deep learning, machine learning, and neural networks as the foundation of generative models, covering types like GANs and VAEs, diffusion models, and other advanced architectures. It explains their structure, training methods, and applications across various fields. It discusses ethical considerations, responsible development, and future trends in generative AI. It concludes by highlighting how generative AI can be used creatively, transforming fields like art and pushing the boundaries of human creativity, while also addressing the challenges of using these technologies responsibly.

This book provides the tools and knowledge needed to leverage generative AI in real-world applications. By the time you complete it, you will have a solid foundation and the confidence to explore the frontiers of AI.

KEY FEATURES

* Comprehensive guide to mastering generative AI and deep learning basics.
* Covers text, audio, and video generation with practical examples.
* Insights into emerging trends and potential advancements in the field.

WHAT YOU WILL LEARN

* Understand the fundamentals of deep learning and neural networks.
* Master generative models like GANs, VAEs, and Transformers.
* Implement AI techniques for text, audio, and video creation.
* Apply generative AI in real-world scenarios and applications.
* Navigate ethical challenges and explore the future of AI.

WHO THIS BOOK IS FOR

This book is ideal for AI enthusiasts, developers, and professionals with a basic understanding of Python programming and machine learning.

1. Introduction to Deep Learning
2. Neural Networks and Deep Learning Architectures
3. Unveiling Generative Models
4. Generative Adversarial Networks
5. Variational Autoencoders
6. Diffusion Models
7. Transformers and Large Language Models
8. Exploring Generative Models
9. Video and Music Generation
10. Artistic Side of Generative AI
11. Ethics, Challenges, and Future

Toni Ramchandani is a visionary leader and an AI Research Engineer who is always Driving Excellence as Tech Delivery Head with a distinguished career that spans multiple facets of technology and innovation. He currently serves as the Vice President at MSCI Inc. and is renowned for his expertise in generative AI, QA, DevSecOps, Databricks, cloud technologies, and more. His role involves spearheading cutting-edge technology initiatives and leading teams towards achieving outstanding results in a highly competitive environment. Toni built his academic foundation at G H Raisoni College of Engineering in Nagpur, where he gained a solid grounding in engineering principles. Over the years, he has broadened his knowledge and skills, becoming a prominent figure in the fields of AI and cloud technology. His deep understanding of artificial intelligence has allowed him to explore the frontiers of Generative AI, applying machine learning techniques to develop innovative solutions that make a real-world impact.

Beyond his corporate responsibilities, he is a passionate advocate for sharing knowledge and learning continuously. He is a sought-after conference speaker, where he shares his insights on the latest trends in AI, ML, QA, DevSecOps, and cloud computing. As a corporate trainer, he has trained numerous professionals, helping them to upskill and stay ahead in the rapidly evolving tech landscape. His commitment to education is also evident in his work as an author, where he writes about complex technological concepts, making them accessible to a broader audience. A resident of Pune, Maharashtra, India, Toni’s life is not just about technology. He is driven by a deep love for sports, adventure, and innovation. These passions fuel his professional endeavors, giving him the energy and creativity to tackle challenges and inspire those around him. Whether he is exploring new technological solutions or pushing the limits in sports and adventure, Toni approaches every challenge with a can-do attitude and a relentless drive for excellence.