--- license: mit language: - ko tags: - disease-classification - symptom-analysis - medical-nlp - korean pipeline_tag: text-classification library_name: pytorch --- # ๐Ÿง  Disease Prediction Model (Korean) > ์˜๋ฃŒ ์ž์—ฐ์–ด ์ฒ˜๋ฆฌ ๊ธฐ๋ฐ˜ ํ•œ๊ตญ์–ด ์งˆ๋ณ‘ ์˜ˆ์ธก ๋ชจ๋ธ > Korean disease prediction model based on symptom description and clinical NLP. --- ## ๐Ÿ“Œ Model Overview | ๋ชจ๋ธ ๊ฐœ์š” ์ด ๋ชจ๋ธ์€ ํ™˜์ž์˜ ์ฆ์ƒ ์„ค๋ช…(ํ…์ŠคํŠธ)์„ ์ž…๋ ฅ๋ฐ›์•„, ํ•ด๋‹น ์ฆ์ƒ์— ๊ฐ€์žฅ ๊ด€๋ จ๋œ ์งˆ๋ณ‘๋“ค์„ ์˜ˆ์ธกํ•ฉ๋‹ˆ๋‹ค. Python + PyTorch๋กœ ํ•™์Šต๋˜์—ˆ์œผ๋ฉฐ, ํ•œ๊ตญ์–ด ๋ฐ์ดํ„ฐ์…‹์„ ๊ธฐ๋ฐ˜์œผ๋กœ ๊ตฌ์„ฑ๋˜์—ˆ์Šต๋‹ˆ๋‹ค. This model takes Korean symptom descriptions as input and outputs the most likely diseases. It is trained on symptom-disease datasets using PyTorch. --- ## ๐Ÿ“ Files | ํฌํ•จ๋œ ํŒŒ์ผ - `disease_classifier_epoch10.pt`: PyTorch ๊ธฐ๋ฐ˜์˜ ๋ชจ๋ธ ๊ฐ€์ค‘์น˜ (์•ฝ 395MB) --- ## ๐Ÿ›  Intended Use | ์‚ฌ์šฉ ๋ชฉ์  - **์˜๋ฃŒ ์ฑ—๋ด‡**, ์ž๊ฐ€์ง„๋‹จ ๋ณด์กฐ ์‹œ์Šคํ…œ - **ํ•œ๊ตญ์–ด ์ž„์ƒ ํ…์ŠคํŠธ** ๊ธฐ๋ฐ˜ ์งˆ๋ณ‘ ๋ถ„๋ฅ˜ ์‹คํ—˜ --- ## ๐Ÿšซ Limitations | ํ•œ๊ณ„ ์‚ฌํ•ญ - ์‹ค์ œ ์˜ํ•™์  ์ง„๋‹จ์„ ๋Œ€์ฒดํ•˜์ง€ ์•Š์Šต๋‹ˆ๋‹ค. - ์ œํ•œ๋œ ์ฆ์ƒ-์งˆ๋ณ‘ ๋งคํ•‘ ๋ฐ์ดํ„ฐ์…‹์— ๊ธฐ๋ฐ˜ํ•จ - ์ผ๋ถ€ ํฌ๊ท€ ์งˆํ™˜์€ ์˜ˆ์ธก ์„ฑ๋Šฅ์ด ๋‚ฎ์„ ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค. --- ## ๐Ÿ“ฌ Contact | ๋ฌธ์˜ ๋ณธ ๋ชจ๋ธ์€ ์ถฉ๋ถ๋Œ€ํ•™๊ต ์กธ์—…์ž‘ํ’ˆ ํ”„๋กœ์ ํŠธ์˜ ์ผํ™˜์œผ๋กœ ๊ฐœ๋ฐœ๋˜์—ˆ์Šต๋‹ˆ๋‹ค. ๊ฐœ๋ฐœํŒ€: CBNU Development Team [tuktak] ---