蔡柏安 is a Mid-level Machine Learning Engineer at Smart Surgery Tek..
Smart Surgery Tek.
View- Website:
- smartsurgerytek.com
- Employees:
- 5
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Mid-Level Machine Learning EngineerSmart Surgery Tek.
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Machine Learning Engineer普匯金融科技 Dec 2023 - Present致力於AI產品化1.持證自拍：(a). YOLO物件偵測：yolov9提升辨識證件人臉準確率>97%，證件物件>95%(b.) 閃光功能偵測與處理：複合電腦視覺與機器學習模型，閃光辨識率>95%；後處理可以做到real time的速度，並提昇OCR的表現。(c.) 加入地址修正功能：OCR後修正地址模組，串接google maps與郵局3+3與爬蟲相關功能，修正率>99%(d.) 人臉相似度匹配模型：比對人臉與證件臉是否為同一人，隨機樹集成deepface開源模型 準確率>98%2. 逾期預測模型：(e.) 繁中OCR模型：zero-shot 貪婪集成模型辨識率>85%(a.) 迭代優化業界內SOTA模型：不平衡數據處理，元優化lightGBM模型，AUC>75(b.) 加入解釋性模型LIME與SHAP，推測機器學習黑箱判斷依據，並導入迭代優化流程(c.) 自動更新模型: 利用統計與解釋性模型解決模型漂移問題，持續自動化更新逾期預測模型，並保持相近AUC水準3 P圖偵測針對copy-move 使用與優化sift算法可達成>90%的準確率4.後端開發與維護(a). 主要使用FastAPI進行任務開發與維護
Frequently Asked Questions about 蔡柏安
What company does 蔡柏安 work for?
蔡柏安 works for Smart Surgery Tek.
What is 蔡柏安's role at the current company?
蔡柏安's current role is Mid-level Machine Learning Engineer.
What schools did 蔡柏安 attend?
蔡柏安 attended 國立成功大學, 國立成功大學.
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