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Deploy and Use Fine-Tuned LLMs in Oracle APEX

· 10 min read
Adrian Png
Director of Innovation, AI and Cloud Solutions @ Insum, a Talan Company

LLMs for analyzing customer reviews.

In my previous post, I wrote about how a scikit-learn machine learning (ML) could be trained and deployed on the Oracle Cloud Infrastructure (OCI) Data Science service. The model is deployed on the service's managed infrastructure, allowing developers to simply call a HTTP endpoint to perform ML model inference on the submitted data. In my latest adventure, I built an Oracle APEX application that takes product reviews and then automatically ranks the review using a fine-tuned large language model (LLM) available through Hugging Face.