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張椗淇
AICUP競賽-醫病決策預判與問答
AICUP競賽-醫病決策預判與問答
AICUP競賽-醫病決策預判與問答
By
張椗淇
AI高級工程師 @ 長穩智能科技股份有限公司
・
New Taipei City, Taiwan
Connect
透過醫生或個管師與病人在看診時的問答,執行以下兩個任務 1.高低風險分析,判斷是否需回診-Risk 2.自動回答病人相關問題-QA 在資料前處理部分需做資料清洗,例:去除停用詞、替換同意詞及資訊特徵擷取,並做資料擴增,例:資料切分+overlap及資料問答內容隨機對調,Model的部分選擇Pre-Trained Bert+Fine-Tune的Transfer Learning的結構。 *Risk* *QA* Accuracy: 70% Accuracy:55% AUROC: 0.72 *競賽成績* 成績排名: 36/120組→前30% 程式語言:Python 開發框架:Tensorflow、Keras 開發系統:Windows、Ubuntu
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張椗淇
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Published: Jul 12th 2021
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Tools
Ubuntu
TensorFlow
Python
NLP
Ubuntu
Keras
Tensorflow
Python
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