Deploy LLM to Production on Single GPU: REST API for Falcon 7B (with QLoRA) on Inference Endpoints

How to deploy a fine-tuned LLM (Falcon 7B) with QLoRA to production?

After training Falcon 7B with QLoRA on a custom dataset, the next step is deploying the model to production. In this tutorial, we'll use HuggingFace Inference Endpoints to build and deploy our model behind a REST API.

Discord: https://discord.gg/UaNPxVD6tv
Prepare for the Machine Learning interview: https://mlexpert.io
Subscribe: http://bit.ly/venelin-subscribe

Cloud image by macrovector-official

#chatgpt #gpt4 #llms #artificialintelligence #promptengineering #chatbot #transformers #python #pytorch

api dataset endpoints falcon gpu huggingface inference llm next production rest rest api training tutorial