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Автор: Utpal Chakraborty
Издательство: BPB Publications
Год: 2025
Страниц: 260
Язык: английский
Формат: pdf, epub (true)
Размер: 10.1 MB
This guide takes readers from core concepts to practical implementations, showcasing DeepSeek's capabilities across industries. Starting with AI evolution and DeepSeek's technical foundations, the book establishes a framework for understanding its innovative problem-solving approach. This technical volume examines DeepSeek's evolution beyond traditional transformer-based models, addressing GPT legacy limitations through architectural innovations and efficiency optimizations. The text explores DeepSeek's layered approach, attention mechanisms, multimodal fusion techniques, and training methodologies across NLP, healthcare, education, and cybersecurity applications. Technical frameworks for installation, custom model training, domain-specific fine-tuning, and API integration are documented with performance optimization strategies for production deployment. Implementation approaches span code generation, multilingual translation, video analysis, scientific research, and edge computing. This book is designed for data scientists, ML engineers, AI researchers, software developers, and technical leaders seeking to implement cutting-edge AI solutions. Readers should have a foundational understanding of ML concepts, basic programming skills, and familiarity with neural networks, though extensive AI expertise is not required to benefit from the practical applications covered.