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jackleejm/rag-medication-ner

By jackleejm

•Updated over 1 year ago

An LLM-powered RAG application for medication Named Entity Recognition (NER)

Image
Machine learning & AI
Data science
0

95

jackleejm/rag-medication-ner repository overview

⁠General Information

This project demonstrates a novel application of Retrieval-Augmented Generation (RAG) for Named Entity Recognition (NER) in healthcare. The solution combines advanced search techniques and large language models (LLMs) to accurately extract medication-related entities, including drug names, dosages, quantities, administration types, and brands, from unstructured text. By leveraging hybrid search and reranking, the system achieves state-of-the-art accuracy in processing complex medical datasets.

For more information, do refer to the GitHub repository⁠ for more details.

Check out the accompanying article⁠ for more in-depth details on how and why this project was developed.

Tag summary

Content type

Image

Digest

sha256:33a971b47…

Size

2.8 GB

Last updated

over 1 year ago

docker pull jackleejm/rag-medication-ner:v1.0.0