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  • Book Overview & Buying DeepSeek in Practice
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DeepSeek in Practice

DeepSeek in Practice

By : Andy Peng, Alex Strick van Linschoten, Duarte O.Carmo
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DeepSeek in Practice

DeepSeek in Practice

1 (1)
By: Andy Peng, Alex Strick van Linschoten, Duarte O.Carmo

Overview of this book

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.
Table of Contents (17 chapters)
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12
Epilogue
14
Other Books You May Enjoy
15
Index

Building with DeepSeek

In the previous chapters we discussed the inner-workings of DeepSeek, the best strategies to effectively prompt DeepSeek models, and how to use DeepSeek. In this chapter, it’s time to get practical. We’ll tackle a real-world problem, and we’ll show you how you can leverage DeepSeek models to solve it.

DeepSeek models are open-source, which is both powerful and challenging. You get endless options: large models via APIs, or small, distilled models that you can run locally, which is powerful but comes with trade-offs. There is no single right way to use DeepSeek models; the best choice depends on your situation and requirements for your use case. Should you go for a local option? Should you go for a cloud option? Should you go for a small model, a big model, or a reasoning model?

Our goal in this chapter is twofold. We want to show you how to solve a particular use case (end-to-end) using DeepSeek models and demonstrate the main ways...

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DeepSeek in Practice
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