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4-6 years
6-10 years
10-15 years
More than 15 years
.Net 資深工程師 @澳創科技2022 ~ Present
・
C#.net Development 全端/後端工程師
Within one month
.com 技能 程式語言 / 框架 前端 HTML / CSS JavaScript Jquery React.js BootStrap 5 Vue 後端 C# .NET Core .NET ASP.NET MVC Java 資料庫 MSSQL MySQL PostgreSQL Redis MongoDB 版控、部屬 GIT Github GitLab Azure CI/CD GCP Jekins Docker kubernetes Linux 開發工具 Visual Studio 2017 Visual Studio 2019 Visual Studio 2022 Visual Studio for mac Visual Studio Code Eclipse 工作經歷 .NET資深工程師 • 澳創科技 十月
Employed
・
Ready to interview
Full-time / Interested in working remotely
4-6 years
文化大學
Research And Development Engineer @Nityo Infotech2022 ~ Present
・
前端/後端/軟體/全端工程師
Within one month
學歷 Asia University (TW) 資訊傳播學系Skills Backend Programming Spring Framework Spring boot Servlet / JSP Struts2 F ront end Development JavaScipt jQuery CSS HTML React/Redux Angularjs Connect with Database JDBC Hibernate MyBatis RDBMS Oracle SQL Developer SQL SERVER MySQL Version Control System Git & Github SVN Other Maven Apache Ant Tomcat & JBOSS Docker CentOS & Rocky LINUX Report Studio Jaspersoftstudio Java POI Birt Cloud Platform Microsoft Azure AWS EC2 Work Experience R&D Nityo Infotech 四月PresentTaipei, Taiwan 在宏碁資訊(Acer AEB)內工作 主要負責政
Employed
・
Ready to interview
Full-time / Interested in working remotely
4-6 years
Asia University (TW)
・
媒體、傳播、新聞相關學科 
Unemployed
・
Ready to interview
Full-time / Interested in working remotely
6-10 years
世新大學
・
資訊管理Employed
・
Open to opportunities
Full-time / Remote Only
6-10 years
國立東華大學
・
資訊工程學系Frontend Software Engineer @德商foodpanda_富胖達股份有限公司2022 ~ 2023
・
資深前端工程師
Within one month
Employed
・
Open to opportunities
Full-time / Interested in working remotely
6-10 years
國立台灣大學
・
資訊管理
Front-End Developer @艾米科技有限公司2020 ~ 2024
・
前端工程師 Front-End Developer
Within one month
js. I aspire to grow together with the company. Front-End Developer [email protected] || Taipei, Taiwan Skill Summary Front-End Html Css/Sass RWD Flex JavaScript/TypeScript jQuery Bootstrap React Redux State Hooks Vue2 Vuex Back-end Java PHP Node MySql MsSql Others Git GitHub GitLab SVN RESTfulAPI Npm Webpack 工作經歷 艾米科技有限公司, 前端工程師, Aug 2020 ~ now 1.使用 React 開發了一個多媒體平台 2.使用 React 開發Html5
Employed
・
Open to opportunities
Full-time / Interested in working remotely
6-10 years
華夏科技大學
・
資訊工程學系
Past
工程師 @元大金融控股股份有限公司2022 ~ 2023
・
程式工程師
Within one month
發音的問題，並給予建議改進。 程式工程師 城市，TW [email protected] 專業技能 Languages Python Java .NET Core FrameWork Django Spring JavaServer Faces ASP.NET Database IBM DB2 MS SQL MySQL Version Git GitHub GitLab TortoiseSVN 證照 Oracle Certified Associate, Java SE 8 Programmer 工作經歷 元大金融控股股份有限公司, 工程師, Aug 2022 ~ Oct 2023 開發維護元大銀行 Yuanta Commercial Bank App 維護
Unemployed
・
Open to opportunities
Full-time / Interested in working remotely
4-6 years
國立暨南國際大學
・
資訊管理學系
Sr. PHP Developer Lead Developer @Byasa Tech Solutions Pvt Ltd2021 ~ Present
・
Sr. PHP Developer Lead Developer
Within one month
Furthermore, I love to develop new things and learn as much as possible about my field. [email protected] Stack PHP Laravel CodeIgniter WordPress SQL/MySQL React JS JavaScript jQuery HTML5 CSS3 Bootstrap GCP App Engine / Compute Engine GCP Cloud Storage API Integration/Development Git GitHub Gitlab Redis Docker Amazon Web Services Tools PhpMyAdmin Workbench Sublime VS Code Asana Jira Work Experience Sr. PHP Developer • Publicis Groupe Private Limited MayPresent 1. Working on Spryker / Symfony / Laravel Framework. 2. Responsible for managing and driving small teams. 3.
Employed
Full-time / Interested in working remotely
4-6 years
Viva College
・
BSC IT
Software Engineer @Bellus3D2019 ~ 2021
・
Android Developer, iOS Developer, Software Engineer
Within one month
Audio Streaming (IOT. like soundbar ) Room, Paging3, Navigation Camera2, CameraX API RESTful API WebSocket, ZeroMQ Coroutines, Flow Retrofit2, AndroidChat, Exoplayer MVVM iOS Audio Streaming (IOT. like soundbar ) Bluetooth Camera API RESTful API WebSocket, ZeroMQ Python Flask (RESTful API and MongoDB) multiprocessing to analysis big data web crawler. Git GitHub GitLab GitHub flow & Git flow Pull Request Nodejs Websocket C++ addon async & await promise npm command Other GCP MongoDB Trello Jira MediaPipe Firebase Experiences Experiences 1，DecOct 2021 Bellus3D- Software Engineer I worked on developing Android with Java, host service with NodeJs, web app with React
Employed
・
Not open to opportunities
Full-time / Interested in working remotely
10-15 years
Feng Chia University
・
Information Engineering and Computer Science
Past
Consultant @Freelance2022 ~ Present
・
Senior Backend Engineer | DevOps | SRE
Within one month
Docker 基礎建設經驗 防火牆建置 交換器建置 伺服器建置 SAN 建置 高可用性架構規劃及建置 VLAN / Trunk Trunk Hyper-V / Proxmox Active Directory 其他經驗 Git / Git Flow GitHub / GitHub Flow TFVC Cloudflare Bash Powershell Markdown 常用工具 JetBrains Rider / JetBrains GoLand Visual Studio GitKraken Slack / Microsoft Teams Trello / Clickup / Redmine Notion / HackMD Postman 工作經歷 雲騰科技股份有限
Unemployed
・
Ready to interview
Full-time / Interested in working remotely
6-10 years
淡江大學 Tamkang University
・
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Definition of Reputation Credits
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Specialized knowledge and expertise within the profession (e.g. familiar with SEO and use of related tools).
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Ability to identify, analyze, and prepare solutions to problems.
Adaptability
Ability to navigate unexpected situations; and keep up with shifting priorities, projects, clients, and technology.
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Leadership
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Professional Background
Current status
Employed
Job Search Progress
Ready to interview
Professions
Machine Learning Engineer, Data Scientist, Software Engineer
Fields of Employment
Artificial Intelligence / Machine Learning, Big Data, Software
Work experience
4-6 years
Management
I've had experience in managing 1-5 people
Skills
Languages
English
・
Intermediate
Job search preferences
Positions
AI工程師、機器學習工程師、深度學習工程師、資料科學家、Machine Learning Engineer、Deep Learning Engineer、Data Scientist
Job types
Full-time
Locations
Remote
Interested in working remotely
Freelance
Educations
School
國立政治大學（National Chengchi University）
Major
資訊科學系
宋浩茹 Hao-Ru Sung
0912208677 | [email protected] | LinkedIn｜ GitHub
As a Research Assistant at Academia Sinica, specializing in Generative AI research and application.
With 3+ years of experience in NLP and Machine Learning , along with 4+ years in Backend Development.
Proficient at translating complex theories into practical applications.
Skills
Languages: Python, R, SQL, MATLAB, C, C#, JavaScript, Node.js
Software & Tools: PyTorch, PyTorch Lightning, Tensorflow, Scikit-Learn, NLTK, GCP, Linux, SQL / NoSQ, Pandas, Hugging Face, Gradio, LangChain, Tensorflow, Keras, FastAPI, OpenCV, Airflow, Git, Docker, Jenkins, Line Bot, Azure Bot Service, Tableau
ML & NLP Techniques: LMOps, RAG, Fine-tune LLMs, Text Generation, Multi-Document Summarization, Recommendation System, Text Classification, Named Entity Recognition, CoT
Research and Work Experience
Research Assistant Oct 2023 - Present
Institute of Information Science, Academia Sinica, Taiwan
Natural Language and Knowledge Processing Lab (NLP Lab)
- National Taiwan University Hospital (NTUH): Focused on exploring the generality and expertise of LLMs (e.g., LLaMA2, Zephyr.) in medical Q&A applications, improving model performance by 2.01%.
- Efficiency Optimization: Utilized Low-Rank Adaptation (LoRA) for training LLM, reducing parameter training volume to 2%, decreasing memory usage by 70%, and increasing training speed by 25%.
- Architecture Optimization: Used Direct Preference Optimization (DPO) to optimize Reinforcement Learning, improving model efficiency and decision quality. [ GitHub ]
Graduate Research Assistant Oct 2021 - Oct 2023
Institute of Information Science, Academia Sinica, Taiwan
Natural Language and Knowledge Processing Lab (NLP Lab)
- Publication: Published in ACM CIKM 2023.
- Performance has improved by 18.8% compared to traditional methods in the past and surpassed SOTA LLMs by 39.6%, e.g., GPT3.5-Turbo, LLaMA, and Vicuna.
- Fine-tuned LLaMA based models (Alpaca, Vicuna) with LoRA and Adapter.
- Dataset Release: Open-source text update dataset (STKU Dataset).
TA - Natural Language Processing with Deep Learning Course Feb 2023 - Jul 2023
National Chengchi University , Dept. of Computer Science
- Student Count in Class: Served as a Teaching Assistant for NLP, catering to 90 students.
- Provided individualized guidance to students, aiding them in completing coursework and research projects, and offering assessments and feedback to ensure effective learning outcomes.
Software Engineer (Founding member) Sep 2019 - June 2020
DATODING (Start-Up) 《 Microsoft Startup Program - Initial Selection Passed 》
- Chatbot Development & Full-Stack Development : Executed real-time messaging and multimedia functions using SignalR and WebSocket. Used MongoDB and Redis for message and stream file storage.
- CI/CD: Executed CI/CD processes using Jenkins.
- Testing : Unit test, Integration testing, and Selenium test.
Software Engineering Intern Jul 2018 - Sep 2018
Kingston Technology
- AI - SSD Quality Detection System: Trained image recognition models for AOI equipment and manual defect detection, and developed a system for continuous optimization and automation of the models.
- Chatbot Development: Integrated the detection model into a chatbot to enable remote operation and monitoring, enhancing the flexibility and convenience of the service.
- Technical Training: Instructed team on Power BI for data analysis and visualization.
Education
National Chengchi University (NCCU) Sep 2021 - Sep 2023
Departmant of Computer Science, Master's Degree
- GPA: 4.04 / 4.30
- Advised by Tsai-Yen Li and Hen-Hsen Huang.
- Essay: Sequential Text-based Knowledge Update with Self-Supervised Learning for Generative Language Models.
- Honor: Received the Academia Sinica Graduate Scholarship.
Publication
Sequential Text-based Knowledge Update with Self-Supervised Learning for Generative Language Models
Hao-Ru Sung , Ying-Jhe Tang , Yu-Chung Cheng, Pai-Lin Chen, Tsai-Yen Li and Hen-Hsen Huang
In Proceedings of the 32th ACM International Conference on Information and Knowledge
Management (CIKM'23). October 2023 , Birmingham, UK . (Oral Presentation)
Projects
Sequential Text-based Knowledge Update with Self-Supervised Learning for Generative Language Models
Focused on updating knowledge summaries of real-time news events to enhance article accuracy. Achieved an 18.8% performance improvement over traditional methods and surpassed SOTA LLMs , e.g., ChatGPT, Llama, and Vicuna. [ GitHub ]
Award: Published at the International Conference ACM CIKM 2023.2021 AI CUP Competition on Traditional Chinese Scene Text Recognition - Advanced Contest :
Text Spotting and Recognition in Complex Streetscapes.
Developed a Two-Stage Model that, through innovative OCR techniques and data augmentation, achieved a 3.74% increase in accuracy. [ GitHub ]
Award: Received Top 25% Award. [ Show credential ]- AI Image Recognition - SSD Quality Detection System
The project aims to enhance product inspection and reduce reinspection personnel by training an object detection model with labeled SSD images from Kingston's production line, optimizing it through a web interface, and integrating it into Azure Bot Service for real-time interaction. - Identify Personality From Dynamic Facial Expressions
The study explores dynamic expressions link to personality traits, employing the IPIP-NEO and recorded Q&A sessions for data, then employing K-means and Markov Model for analysis.More accurately predicts personality traits than ordinary friends. [ GitHub ]
Award: First place in university project research competition.
Patents
Gold Medal - Tokyo Innovation Genius International Invention
This product offers a composite cutting board designed to efficiently drain liquid, preventing surface accumulation, while also providing storage and knife positioning.
Taiwan Patent Certificate No. M526355. [ See patent ]
Self-learning Certificates
- Machine Learning Operations (MLOps): Getting Started - Coursera
- Machine Learning Specialization - Deeplearning.AI (In progress)
宋浩茹 Hao-Ru Sung
0912208677 | [email protected] | LinkedIn｜ GitHub
As a Research Assistant at Academia Sinica, specializing in Generative AI research and application.
With 3+ years of experience in NLP and Machine Learning , along with 4+ years in Backend Development.
Proficient at translating complex theories into practical applications.
Skills
Languages: Python, R, SQL, MATLAB, C, C#, JavaScript, Node.js
Software & Tools: PyTorch, PyTorch Lightning, Tensorflow, Scikit-Learn, NLTK, GCP, Linux, SQL / NoSQ, Pandas, Hugging Face, Gradio, LangChain, Tensorflow, Keras, FastAPI, OpenCV, Airflow, Git, Docker, Jenkins, Line Bot, Azure Bot Service, Tableau
ML & NLP Techniques: LMOps, RAG, Fine-tune LLMs, Text Generation, Multi-Document Summarization, Recommendation System, Text Classification, Named Entity Recognition, CoT
Research and Work Experience
Research Assistant Oct 2023 - Present
Institute of Information Science, Academia Sinica, Taiwan
Natural Language and Knowledge Processing Lab (NLP Lab)
- National Taiwan University Hospital (NTUH): Focused on exploring the generality and expertise of LLMs (e.g., LLaMA2, Zephyr.) in medical Q&A applications, improving model performance by 2.01%.
- Efficiency Optimization: Utilized Low-Rank Adaptation (LoRA) for training LLM, reducing parameter training volume to 2%, decreasing memory usage by 70%, and increasing training speed by 25%.
- Architecture Optimization: Used Direct Preference Optimization (DPO) to optimize Reinforcement Learning, improving model efficiency and decision quality. [ GitHub ]
Graduate Research Assistant Oct 2021 - Oct 2023
Institute of Information Science, Academia Sinica, Taiwan
Natural Language and Knowledge Processing Lab (NLP Lab)
- Publication: Published in ACM CIKM 2023.
- Performance has improved by 18.8% compared to traditional methods in the past and surpassed SOTA LLMs by 39.6%, e.g., GPT3.5-Turbo, LLaMA, and Vicuna.
- Fine-tuned LLaMA based models (Alpaca, Vicuna) with LoRA and Adapter.
- Dataset Release: Open-source text update dataset (STKU Dataset).
TA - Natural Language Processing with Deep Learning Course Feb 2023 - Jul 2023
National Chengchi University , Dept. of Computer Science
- Student Count in Class: Served as a Teaching Assistant for NLP, catering to 90 students.
- Provided individualized guidance to students, aiding them in completing coursework and research projects, and offering assessments and feedback to ensure effective learning outcomes.
Software Engineer (Founding member) Sep 2019 - June 2020
DATODING (Start-Up) 《 Microsoft Startup Program - Initial Selection Passed 》
- Chatbot Development & Full-Stack Development : Executed real-time messaging and multimedia functions using SignalR and WebSocket. Used MongoDB and Redis for message and stream file storage.
- CI/CD: Executed CI/CD processes using Jenkins.
- Testing : Unit test, Integration testing, and Selenium test.
Software Engineering Intern Jul 2018 - Sep 2018
Kingston Technology
- AI - SSD Quality Detection System: Trained image recognition models for AOI equipment and manual defect detection, and developed a system for continuous optimization and automation of the models.
- Chatbot Development: Integrated the detection model into a chatbot to enable remote operation and monitoring, enhancing the flexibility and convenience of the service.
- Technical Training: Instructed team on Power BI for data analysis and visualization.
Education
National Chengchi University (NCCU) Sep 2021 - Sep 2023
Departmant of Computer Science, Master's Degree
- GPA: 4.04 / 4.30
- Advised by Tsai-Yen Li and Hen-Hsen Huang.
- Essay: Sequential Text-based Knowledge Update with Self-Supervised Learning for Generative Language Models.
- Honor: Received the Academia Sinica Graduate Scholarship.
Publication
Sequential Text-based Knowledge Update with Self-Supervised Learning for Generative Language Models
Hao-Ru Sung , Ying-Jhe Tang , Yu-Chung Cheng, Pai-Lin Chen, Tsai-Yen Li and Hen-Hsen Huang
In Proceedings of the 32th ACM International Conference on Information and Knowledge
Management (CIKM'23). October 2023 , Birmingham, UK . (Oral Presentation)
Projects
Sequential Text-based Knowledge Update with Self-Supervised Learning for Generative Language Models
Focused on updating knowledge summaries of real-time news events to enhance article accuracy. Achieved an 18.8% performance improvement over traditional methods and surpassed SOTA LLMs , e.g., ChatGPT, Llama, and Vicuna. [ GitHub ]
Award: Published at the International Conference ACM CIKM 2023.2021 AI CUP Competition on Traditional Chinese Scene Text Recognition - Advanced Contest :
Text Spotting and Recognition in Complex Streetscapes.
Developed a Two-Stage Model that, through innovative OCR techniques and data augmentation, achieved a 3.74% increase in accuracy. [ GitHub ]
Award: Received Top 25% Award. [ Show credential ]- AI Image Recognition - SSD Quality Detection System
The project aims to enhance product inspection and reduce reinspection personnel by training an object detection model with labeled SSD images from Kingston's production line, optimizing it through a web interface, and integrating it into Azure Bot Service for real-time interaction. - Identify Personality From Dynamic Facial Expressions
The study explores dynamic expressions link to personality traits, employing the IPIP-NEO and recorded Q&A sessions for data, then employing K-means and Markov Model for analysis.More accurately predicts personality traits than ordinary friends. [ GitHub ]
Award: First place in university project research competition.
Patents
Gold Medal - Tokyo Innovation Genius International Invention
This product offers a composite cutting board designed to efficiently drain liquid, preventing surface accumulation, while also providing storage and knife positioning.
Taiwan Patent Certificate No. M526355. [ See patent ]
Self-learning Certificates
- Machine Learning Operations (MLOps): Getting Started - Coursera
- Machine Learning Specialization - Deeplearning.AI (In progress)