Mastering Generative AI: Design Patterns Frameworks Real-World Applications - Brossura

Singh, Rajni

Brossura

ISBN 13: 9798319119230

Casa editrice: Independently published, 2025

Riassunto

This book offers a practical, end-to-end guide to Generative AI System Design, blending core concepts with real-world applications. Key topics include:

GenAI & ML Foundations: Neural networks, transformers, attention mechanisms, and tokenization.
Model Efficiency: Techniques like parallelism, quantization, pruning, and knowledge distillation.
Core Components: Embeddings, scene graph generation, text-to-phoneme conversion, and more.
Design Framework: A structured 7-step approach for building scalable GenAI systems.
System Blueprints: Detailed system design for Text-to-Text, Text-to-Speech, Text-to-Image, and Text-to-Video generation.
Tech Stack: Overview of GenAI frameworks, infrastructure, and tools.
Interview Prep: Tips, resources, and AI-driven evaluation for system design interviews.
Future Trends: Responsible AI, GenAI for low-power devices, and next-gen models.
Case Studies: Real-world GenAI application

Dettagli dell'edizione

• Editore: Independently published
• Data di pubblicazione: 2025
• Lingua: Inglese
• ISBN 13: 9798319119230
• Rilegatura: Copertina flessibile
• Numero di pagine: 336
• Contatto del produttore: Manufactured by Amazon on behalf of the author; https://www.amazon.it/hz/contact-us; ; c/o Amazon Media EU S.à.r.l., 38 Avenue John F. Kennedy; Luxembourg; L-1855; Lussemburgo