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DeepSeek in Practice. From basics to fine-tuning, distillation, agent design, and prompt engineering of open source LLM
Andy Peng, Alex Strick van Linschoten, Duarte O.Carmo
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Learn how to build, fine-tune, and deploy AI systems using DeepSeek, one of the most influential open-source large language models available today. This book guides you through real-world DeepSeek applications—from understanding its core architecture and training foundations to developing reasoning agents and deploying production-ready systems.
Starting with a concise synthesis of DeepSeek's research, breakthroughs, and open-source philosophy, you’ll progress to hands-on projects including prompt engineering, workflow design, and rationale distillation. Through detailed case studies—ranging from document understanding to legal clause analysis—you’ll see how to use DeepSeek in high-value GenAI scenarios.
You’ll also learn to build sophisticated agent workflows and prepare data for fine-tuning. By the end of the book, you’ll have the skills to integrate DeepSeek into local deployments, cloud CI/CD pipelines, and custom LLMOps environments.
Written by experts with deep knowledge of open-source LLMs and deployment ecosystems, this book is your comprehensive guide to DeepSeek’s capabilities and implementation.
Starting with a concise synthesis of DeepSeek's research, breakthroughs, and open-source philosophy, you’ll progress to hands-on projects including prompt engineering, workflow design, and rationale distillation. Through detailed case studies—ranging from document understanding to legal clause analysis—you’ll see how to use DeepSeek in high-value GenAI scenarios.
You’ll also learn to build sophisticated agent workflows and prepare data for fine-tuning. By the end of the book, you’ll have the skills to integrate DeepSeek into local deployments, cloud CI/CD pipelines, and custom LLMOps environments.
Written by experts with deep knowledge of open-source LLMs and deployment ecosystems, this book is your comprehensive guide to DeepSeek’s capabilities and implementation.
- 1. What is DeepSeek?
- 2. Deep Dive into DeepSeek
- 3. Prompting DeepSeek
- 4. Using DeepSeek: Case Studies
- 5. Building with DeepSeek
- 6. Agents with DeepSeek
- 7. DeepSeek-Driven Fine-Tuning of Gemma 3 for Legal Reasoning
- 8. Deploying DeepSeek Models
- Tytuł:DeepSeek in Practice. From basics to fine-tuning, distillation, agent design, and prompt engineering of open source LLM
- Autor:Andy Peng, Alex Strick van Linschoten, Duarte O.Carmo
- Tytuł oryginału:DeepSeek in Practice. From basics to fine-tuning, distillation, agent design, and prompt engineering of open source LLM
- ISBN:9781806020843, 9781806020843
- Data wydania:2025-11-21
- Format:Ebook
- Identyfikator pozycji: e_4iy2
- Wydawca: Packt Publishing
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