to reduce scraps. Sales Analysis : Time series analysis on Sales to draw insights on Customers and Products. PO to SO Verification: Python automations to verify and compare Purchase Order and Sales Order automatically. Work Experience Machine Learning Engineer JanuaryPresent Iowa, USA Working with Business Users to gather data from various sources. Writing SQLs using DB links to build global database warehouses. Data preprocessing, exploratory data analysis and presenting findings to stake holders. Building Simple Machine Learning models, train and test them to predict possible outcomes. Design & Develop Python codes for process automation.

large amounts of data to discover trends and patterns. • Build predictive models and machine learning algorithms. • Present information using data visualization techniques. • Collaborate with other team to build supervised and unsupervised learning capabilities with prediction, early alerting, and prescriptive recommendations. TAITRA (Taiwan External Trade Development Council), Data Scientist | Project Manager, Jun 2019 ~ Sep 2020 • Data analysis of global industrial potential market, and reference for forecasting target market expansion. • Modeled the growth rate prediction of imports and exports of various countries, and estimated the trends of international trade situation. • Preprocessing and analysis of big data

squats, enabling accurate tracking and analysis of workout routines. Skeleton Detection Motion Classification Body AI: 3D Body Data Analysis Engage in a variety of AI side projects focused on leveraging 3D body data, encompassing tasks such as Body ID Recognition, Body Measurements Prediction, and Body Shape Classification. Mesh Data Processing Body Modulization: SMPL Project Engineer • Acer Inc. JanMay 2021 Working in research and development (RND), I provided demand analysis, conceived system architecture, and developed core technology in AI projects Medical AI: Cancer Cells Detection Designed an image preprocessing algorithm and conducted training and optimization for a cancer

the highest quality benchmarks. MLOps / Machine Learning / Data Science Utilized Databricks to build a LightGCN-based recommendation system, fine-tuning for precise content delivery. Monitored model versions with MLflow, ensuring continuous integration. Seamlessly merged our recommendation system with Databricks Delta Lake, maintaining a high-quality data influx and elevating system performance. Developed a comprehensive MLOps service on Databricks, spanning from preprocessing to deployment. Leveraged automation tools to swiftly adapt models to new data. Developed an API service used as an internal tool within the company, leveraging OpenAI Whisper for automatic speech recognition

. 工作經歷 Master's Thesis CCU CSIE***.** (JULPresent)* Developed an automated event extraction framework to enhance CTI extraction with risk analysis by analyzing dark web content. Overcame challenges presented by varied web designs and CAPTCHA systems on dark web forums and markets through advanced HTML preprocessing techniques. Conducted a comprehensive evaluation of the extracted CTI's novelty, relevance, and utility, including its timeliness and coverage gap compared to existing intelligence, using custom assessment criteria for risk evaluation. Utilized GPT-4 for sentence-level keyword extraction to identify cyber threat intelligence (CTI) from the

maintain the dashboards using Power Bi for Procurement Project Databases. • Leading the disciplines of data modelling and visualization for the organization using tools like Power BI MaySeptember 2022 Senior Data Specialist - Impendi Analytics Pvt Ltd • Managed end-to-end procurement analytics projects and implementations for diverse clients. • Led data collection, cleansing, processing, enrichment, and interpretation efforts. • Built and maintained Spend Cubes for client accounts. • Prepared data in Tableau/Power BI format using Alteryx for dashboard updates. • Automated recurring preprocessing tasks with Alteryx. • Identified savings opportunities, created presentations and reports for client stakeholders.

Frameworks JavaScript ES5/ES6 jQuery/Zepto Vue、Vue3 、Nuxt2 Vuex 、Vue-router D3.js JavaScript & Frameworks React 、Next.js React-router-dom Formik Emotion UI Librarys & JS Plugins Element UI & Element Plus Vue Ant Design Vue-i18n Vuelidate CSS & HTML Preprocess Jade & Pug SCSS & SASS & Stylus Preprocessing Tools Gulp Webpack Managed Quality Tools ESLint Prettier BEM 3rd Party APIs Facebook Google Analytics Google Map Youtube BackEnd C#.NET Python 、Django Django Rest Framework Node/Express DataBase Microsoft SQL Server MongoDB SQL Syntax Version Management GitFlow GitHub BitBucket Other PhotoShop Zeplin Scrum Master Figma