DeepSeek in Action by Jing Dai - 9781041090007

Name: DeepSeek in Action by Jing Dai - 9781041090007
Brand: Taylor & Francis Ltd

Taylor & Francis Ltd

DeepSeek in ActionLLM Deployment, Fine-Tuning, and Application\nAuthor(s): Jing Dai\nFormat: Hardback\nPublisher: Taylor & Francis Ltd, United Kingdom\nImprint: CRC Press\nISBN-13: 9781041090007, 978-1041090007\nSynopsis\nFrom fundamental concepts to advanced implementations, this book thoroughly explores the DeepSeek-V3 model, focusing on its Transformer-based architecture, technological innovations, and applications.\n\nThe book begins with a thorough examination of theoretical foundations, including self-attention, positional encoding, the Mixture of Experts mechanism, and distributed training strategies. It then explores DeepSeek-V3s technical advancements, including sparse attention mechanisms, FP8 mixed-precision training, and hierarchical load balancing, which optimize memory and energy efficiency. Through case studies and API integration techniques, the model's high-performance capabilities in text generation, mathematical reasoning, and code completion are examined. The .