DEVELOPER FOCUS
Developer Focus 5 Chapters • Self-paced

Local Model Deployment & Sovereignty

Configure Model Context Protocol, run DeepSeek R1 locally, build private RAG layers, and compile HuggingFace weights to GGUF format.

Start Learning Back to Courses

Course Syllabus

1

1. Model Context Protocol Setup Tutorial

Focus: How to set up model context protocol local environment

Study Lesson
2

2. Running DeepSeek R1 Locally on Consumer Hardware

Focus: How to run DeepSeek R1 locally on consumer-grade hardware

Study Lesson
3

3. Converting HuggingFace Weights to GGUF Format

Focus: How to convert huggingface model weights to GGUF format

Study Lesson
4

4. Building Private RAG & Internal Knowledge Bases

Focus: How to build an internal knowledge base using private RAG

Study Lesson
5

5. Fine-Tuning SLMs on Consumer GPUs

Focus: Fine-tune llama-3-8b using qlora on one 24gb gpu

Study Lesson