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許銘凱 Ming-Kai Hsu Digital Nomad Taoyuan City, Taiwan 數位遊牧生活、大數據分析接案、Vocus 部落格創作者 專門研究地震風險評估，參與地震危害分析，並為台灣國家防災機構建立建築模型數據庫。 地震風險評估專家，助力台灣提升防災韌性 工作經歷 數位遊牧自由接案者 ●

.) Thesis : Self-supervised pulse-aware and interpretable disentangled ECG representation learning. Proposed a self-supervised learning framework with two-fold training efficiency compared to the existing methods. The proposed framework offers a clinically interpretable representation , a crucial aspect in clinical applications. I proactively organized a regular research study group with other lab members to progress our research . Participating in research projects : a comprehensive description is in "Project Experiences". Skills : Database buildup (SQL), Data Engineering (NumPy, SciPy, Pandas), M achine Learning (Scikit learn), Deep Learning (PyTorch, PyTorch lightning), C/C++ Biosignal Algorithm

using neural networks and gradient boosting techniques - Recommendation systems to improve customer engagement using content-based and collaborative filtering - Create 40% growth in revenue compared to the previous year in main business - Increase productivity by 33% per year over the next 3 years 九月八月 2018 Taipei, Taiwan Researcher Bridgewell Advertising recommendation systems - Design recommendation models using machine learning techniques - Deploy models on online stores to recommend products to customers - Perform large scale A/B tests - Large scale advertising data and user behavior analysis - Spark 三月八月 2017 Taipei, Taiwan Senior Software Engineer TomTom Algorithm

engineers to implement various system functions. Development of consolidated shipping systems; the company provides consolidated shipping services to Japan and South Korea, responsible for the development of related system functions. 旅安資訊 , Product Manager~Confirm the project direction and schedule the project action item, from product research to market launch. The product officially launched in 2021 and is purchased and used by more than 50 hotels in Taiwan. Bless Data & Strategy, System migration Manager~Assisting the company's customers from planning to system integration completed a total of 10. Recruit 15 employees to

Yuan Digital, I was a Design Project Manager in charge of our Marketing and Design, responsible for gaming project and business platform planning, project management, and all gaming or marketing visual design; I have experience of starting projects from planning, producing, marketing, includes website planning, UI design, visual design, marketing research, social media running...etc., where we try to combine marketing and design together. Design Management • Color Me Mine 一月十二月 2017 At Color Me Mine, I handled store decorating, visual and media design, marketing, social media management...etc

DynamoDB Terraform and Terragrunt VSCode and Git Game Programmer Leader Hexiang Digital Technology • MarchJune 2022 It is a studio of casino games development I am in charge of project development progress management. As well as Implementing slot/card game servers based on Golang & Redis. And doing technology research, development and assessment depends on projects' needs. Skills used here are: PHP, Golang(concurrent and channel), JavaScript/TypeScript, Shell Script leaf and gin frameworks (Golang) HTTP, WebSocket, JSON and Protobuf Redis, MongoDB, MariaDB VSCode, Git and SVN Vice Technical Director Softstar Entertainment • JuneMarch 2019 Research, development and

sales to clarify their IOT needs or any telecom need -Attend some professional conference to conclude some insight we may try -Build new product/service of IOT to our customers JulyNovember 2019 Taipei, Taiwan Account Manager Silicon Motion Technology Corp. -Visit customers to analyze their need for project -Research different markets and develop new customer -Do cross-functional cooperation -Maintain the relationship between customer and the company -Make a sales forecast for every season NovemberMay 2016 Taipei, Taiwan 營業人員(產品管理師) マブチモーター株式会社