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李維
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台北科技大學 人工智慧科技 碩士|專攻 LLM 應用與影像異常偵測 具備從模型研發、雲端訓練(GCP Vertex AI)到邊緣端部署(Jetson Nano)的完整開發經驗。 LLM 領域: 實戰 RAG 系統開發、LoRA 微調與 Multi-Agent 編排,於自製小型問答集上曾將 RAG 準確率由 68% 提升至 80%,幻覺率由 74% 降至 12% 左右,更自行設計壓測框架進行系統邊界分析,確保架構在高併發場景下的穩定性。 影像辨識: 專精於無監督/自監督異常偵測與 YOLO + TensorRT 加速部署。 商務敏銳度: 曾任電商經營者(PChome 流量王),習慣以數據驅動技術落地,平衡「使用者需求」與「技術實作」。
N/A
國立台北科技大學 NTUT
台北市, 台灣
Taiwan
Professional Background
Current Status
Unemployed
Profession
Machine Learning Engineer
・
Software Engineer
Fields
Artificial Intelligence / Machine Learning
Work Experience
2-4 years (Less than 1 year relevant)
Management
None
Skills
Python
LLM
LoRA
RAG
PyTorch
Qwen
Milvus
Qdrant
YOLO
TensorRT
OpenCV
Jetson Nano
GCP Vertex AI
Anomaly Detection
Object Detection
Prompt Engineering
Multi-Agent
FastAPI
Languages
English
・
Intermediate
Highest Level of Education
Master
Job Search Preferences
Current Status
Ready to interview
Desired Job Type
Full-time
・
Interested in working remotely
Desired Positions
LLM應用工程師、AI應用工程師
Desired Work Locations
Taipei City, Taiwan
Freelance
Non-freelancer
Work Experience
自營 - 網拍平台管理經營 (seller / operator)
N/A
Nov 2014
-
Aug 2019
・
4 yrs 10 mos
自營網拍平台管理與經營(露天、PChome 個人賣場、蝦皮、FB),負責商品上架、客服、訂單與出貨管理,並維運店舖績效。
Education
國立台北科技大學 NTUT
Master’s Degree
・
人工智慧科技
2023 - 2025
Description
碩士研究:鐵道多場域自駕角度的異常偵測,聚焦小物件偵測問題,使用自監督/半監督學習策略提升小物件偵測及異常識別,研究成果達到 F1-score > 90%。使用 TensorFlow、PyTorch 等工具,並進行模型部署與驗證。
國立台東大學 National Taitung University
Bachelor’s Degree
・
大數據分析應用
2020 - 2022
私立義守大學 I-Shou University
Bachelor’s Degree
・
國際商務
2009 - 2013