Udemy – DeepSeek R1: Build AI Agents & RAG Apps on Your Own Machine 2025-1

Apr 18, 2025 - 18:35

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DeepSeek R1: Build AI Agents & RAG Apps on Your Own Machine is a course on using DeepSeek R1 to build AI-based agents and augmented-retrieval (RAG) applications published by Udemy Online Academy. This course covers installation, optimization, and fine-tuning techniques to increase performance. Students will learn to develop intelligent agents that can process and retrieve information efficiently, integrate AI with local databases, and deploy RAG applications to improve contextual responses. Through hands-on projects, learners will gain experience in automating tasks, customizing AI models, and refining strategies quickly.

Key Takeaways: This course teaches users to install, optimize, and fine-tune DeepSeek R1 for AI agent and RAG application development. This course covers augmented-retrieval, intelligent data processing, and integrating AI with local databases. At the end of the course, users will have the skills to build, optimize, and deploy AI-based applications on their systems.

What you will learn in DeepSeek R1: Build AI Agents & RAG Apps on Your Own Machine:

Run DeepSeek R1 locally using Olama and configure it for optimal performance
Compare DeepSeek R1 capabilities with OpenAI models (O1 and O3) through hands-on experiments
Implement production-ready RAG systems using DeepSeek R1 for custom knowledge bases
Design and develop AI agents using the CrewAI framework with DeepSeek R1 as a base model
Effectively run DeepSeek R1 on Android devices for mobile AI applications
Build a complete RAG chatbot system with local PDF processing capabilities
Create multi-agent systems that can perform complex tasks and reasoning
Optimize DeepSeek R1 implementation for production environments
And…