Practical DevOps Architecture

Feb 20, 2025 · Artificial Intelligence

Training MiniDeepSeek V3+R1 from Scratch: Full-Scale Large Model Technical Practice for 2025

This tutorial series provides a step‑by‑step technical guide to training, deploying, and fine‑tuning the MiniDeepSeek V3+R1 large language model, covering model performance, open‑source details, API usage, parameter explanation, multi‑turn chatbot construction, function calling, integration with Open WebUI, GraphRAG, Swarm, and various deployment and optimization techniques.