Generative Ai Architecture Design Development And Deployment(1st Edition)
Authors:
Anand Vemula
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Book details
ISBN: B0DH8PHN7R, 979-8339437208
Book publisher: Independently published
Book Summary: Generative AI Architecture: Design, Development, And Deployment Is A Comprehensive Guide That Delves Into The Intricacies Of Building, Training, And Deploying Generative AI Systems. This Book Serves As An Essential Resource For AI Practitioners, Researchers, And Developers Who Aim To Understand The Architectural Foundations And Practical Applications Of Generative Models.Starting With An Exploration Of The Evolution And Significance Of Generative AI, The Book Introduces Key Concepts And Popular Models Such As GANs, VAEs, And Large Language Models. It Then Transitions Into The Core Architectural Components, Highlighting The Importance Of Data, Hardware, And Software Considerations, And Compares Traditional AI Architectures With Those Of Generative Systems.The Book Further Explores Diverse Use Cases Across Industries, From Creative Arts To Healthcare, Providing Readers With Real-world Examples Of Generative AI Applications. As The Journey Progresses, Readers Are Guided Through The Principles Of Model Design, Focusing On Scalability, Flexibility, And Ethical Considerations.In The Section On Building Generative AI Systems, The Book Covers Everything From Data Pipeline Architecture To Training Infrastructure Setup. Readers Will Gain Practical Insights Into Model Training, Fine-tuning, And Overcoming Common Challenges Like Overfitting And Mode Collapse. The Book Also Addresses The Critical Aspects Of Model Evaluation, Deployment, And Integration, Ensuring That Readers Are Equipped To Build Robust And Reliable Generative AI Systems.Advanced Topics, Such As Multi-agent Generative Systems, Edge Computing, And Security, Are Thoroughly Explored, Providing A Forward-looking Perspective On The Future Of Generative AI. The Book Concludes With Hands-on Projects And Case Studies, Enabling Readers To Apply Their Knowledge In Real-world Scenarios.Whether You Are Looking To Deepen Your Understanding Of Generative AI Or Seeking Practical Guidance On Implementing These Models, "Generative AI Architecture: Design, Development, And Deployment" Offers A Complete Roadmap For Mastering This Transformative Technology.
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