In this tutorial, you’ll learn how to download DeepSeek R1 on your local machine to securely query PDF documents using retrieval-augmented generation (RAG). We walk through every step, from downloading and configuring the model with Ollama to building a Gradio-based web app that processes PDF files using LangChain and vector databases.
Whether you’re on a Mac or Windows, this video covers data preprocessing, text embedding, and semantic search, giving you a comprehensive understanding of local AI-assisted document queries without any reliance on the cloud.
? Resources & Tutorials
To copy the solution code, press on this link: https://bit.ly/4hpF3du — You may need to sign up (for free!) to DataLab
Developing LLM Applications with LangChain - https://www.datacamp.com/courses/developing-llm-applications-with-langchain
How Transformers Work - https://www.datacamp.com/tutorial/how-transformers-work
Fine-Tuning DeepSeek R1 Reasoning Model - https://www.datacamp.com/tutorial/fine-tuning-deepseek-r1-reasoning-model
DeepSeek R1 Blog Overview - https://www.datacamp.com/blog/deepseek-r1
Understanding Janus Pro - https://www.datacamp.com/blog/janus-pro
DeepSeek R1 Project Walkthrough - https://www.datacamp.com/tutorial/deepseek-r1-project
DeepSeek vs ChatGPT - https://www.datacamp.com/blog/deepseek-vs-chatgpt
Qwen-2.5 MAX Model - https://www.datacamp.com/blog/qwen-2-5-max
DeepSeek R1 Ollama Tutorial - https://www.datacamp.com/tutorial/deepseek-r1-ollama
Installing Anaconda on Windows - https://www.datacamp.com/tutorial/installing-anaconda-windows
Installing Anaconda on Mac OS - https://www.datacamp.com/tutorial/installing-anaconda-mac-os-x
? Chapters
00:00 Introduction
00:38 Why Run DeepSeek R1 Locally?
02:00 Overview of Retrieval-Augmented Generation (RAG)
05:20 Installing Ollama and Setting Up DeepSeek R1
09:50 Querying the Model Locally
14:40 Setting Up PDF Processing with LangChain
18:12 Understanding Embeddings and Vector Databases
25:05 Preprocessing PDF Files for RAG
32:30 Building the RAG Chain with LangChain
39:00 Creating a Gradio Web App for PDF Queries
43:30 Testing the PDF Query App
45:50 Uninstalling DeepSeek R1 and Ollama
47:30 Conclusion and Further Learning Resources
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