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【Project】AI Mock-Interview Platform | AI 模擬面試學習平台
【Project】AI Mock-Interview Platform | AI 模擬面試學習平台
Data Analyst
・
New Taipei City, Taiwan
About Project 專題簡介
Title: Training and Development of Learning Platform Data Model / 學習平台數據模型訓練與開發
Team: 4 members from different countries (Taiwan, Indonesia, Peru, Paraguay) and different fields (Statistics, Management, Business Administration, Applied English)
My role
• Team leader
• Backend development using Python
- Feature engineering for video, audio, and text data using Digital Signal Processing, Fourier Transform, and NLP.
- Model building and training using machine learning (
scikit-learn) - Building web framework (
flask)
• Project presentation
Platform Overview 平台介紹
Video 介紹影片
Accomplishments
• Winner of Excellence Award (優選獎) @ 2021 DIGI+ x TCA Global Talent Awards
工具：Python、HTML、CSS、JavaScript
• 模擬與人資或主管的面試情景，協助求職者瞭解其面試表現，並加強面試技巧。
• 利用數位訊號處理及自然語言處理等技術，蒐集並分析使用者的表情、肢體、聲音及語意等特徵，透過機器學習製作模型以評估使用者的面試表現。
• 使用者面試完畢，將即時產出量化的數據報表。
This platform helps job seekers understand their interview performance and enhance their interview skills. First, the platform collects and analyzes the user's facial expressions, body, voice, and semantic features using digital signal processing and NLP. Next, we use machine learning models to evaluate the user's interview performance. Last, the platform produces a quantitative report immediately after the user completes the mock interview.
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