
Build a User Profile Page using FastAPI + Next.js! | Flight Booking Engine Day 35
Nehemiah Kamolu
Run your own local large language model (LLM) — no Hugging Face API or internet connection required! Github code - https://github.com/Ivan-Corporation/komaQuizV2 Full project setup - https://www.youtube.com/watch?v=cVg0OJNvIv0 📖 CHAPTERS: 0:00 - Intro to Video 0:24 - Logic review from interface side 8:12 - Model setup full experience 11:45 - Model and performance review In this video, you’ll: Set up a local Zephyr-7B model with transformers and FastAPI Serve an endpoint (/generate) that accepts prompts and returns text Integrate it seamlessly with your existing AI quiz generator Learn where Hugging Face saves models on disk and how to clear the cache See how to use 4-bit quantization with bitsandbytes to reduce VRAM usage 🧠 Works offline, avoids API limits, and is fully customizable. 💻 Tools: FastAPI, PyTorch, Transformers, BitsAndBytes 🔋 Bonus: Learn memory-saving tips for smaller GPUs. #AI #LLM #FastAPI #LocalModel #HuggingFace #Zephyr #Tutorial #Python