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後端工程師 @Canner (易開科技)
2023 ~ 2024
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謝明翰 資深後端工程師 有 5 年專門從事後端開發的經驗。 從小到大,我一直對資訊工程領域非常有興趣,在日常生活中,我一直透過寫程式來讓生活變得更便利。 所以我做了很多 side project ,並從中學習了很多技能。 Taiwan 技能 程式語言 Node.js Golang PHP Python 框架
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東海大學 Tunghai University
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區進行市場研究,包括當地市場格局、客戶偏好和競爭分析 學歷 University of Essex 碩士 電腦科學 •國立台灣大學 資訊工程學系與創意創業學程 •倫敦大學 學士 電腦科學 (休學) •Y Combinator Startup School 2016 技能 Node.js JavaScript DevOps / CI / CD Backend Development Full Stack Development Web Development Docker 語言 英文 — 流利 中文 — 母語
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Director @朕來雲端工作室
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鄭一翔 我擁有超過15年的軟體開發經驗,從前端到後端,涵蓋全程開發。 同時,我擁有10年以上的管理經驗。專業領域包括: * 前端開發:HTML、CSS、JavaScript等技術,打造優雅界面。 * 使用者體驗設計(UX):專注用戶體驗,優化產品界面。 * 後端開發:Golang、Python、Node.js等語言,構建強
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Adam Prasetya S.Kom Product & Full stack Developer Product Management & Full stack Developer who accustom with scrum methodology, and passionate to collaborate design, technical and business into unique product. 8+ years of experience as software developr who experienced in full stack & APIs development and 3+ years of experience in product design & management. Analytical business with strong programming experiences to build product & solution for expertise. 23 Juliyears old) Bandung, West Java, Indonesia https://jurnaladam.vercel.app [email protected] Experience Technical Product Manager KARLO JulyPresent Bandung, Indonesia Lead Product
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福懋興業股份有限公司 數位化簽核流程 2019/07~現在 HTML Node.js Jquery ASP、ASP.NET MSSql 福懋興業網站設計與維護 2020/01~2021/12 HTML Node.js Jquery ASP、ASP.NET MSSql、Oracle 重大異常通知系統與逾期跟催系統 2021/08~2022/03 Python HTML Node.js Jquery ASP、ASP.NET MSSql 七月Present 學歷朝陽科
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朝陽科技大學Chaoyang University of Technology
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.To-do-list(CRUD):NodeJS-EJS實踐新增、刪除、修改的To-do-list 2.RESTful API 與 CRUD:NodeJS實現 RESTful API 架構,以支援 CRUD 3.MERN Stack 開發:使用 MERN(MongoDB、Express.js、React、Node.js)技術堆疊進行全端開發,實現前後端的整合。 4.物聯網IoT MQTT :整合 JavaScript 與 Python,實現 MQTT協議連線,建立即時通訊機制,應用
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大華科技大學
電子工程系
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Senior Software Engineer @ThunderCore 閃電核心科技
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Chien-Che Hung Taipei City, Taiwan || [email protected] Full Stack Developer | Blockchain Developer Work Experience Senior Software Engineer • ThunderCore MarchSep 2023 | Taipei, Taiwan TTWallet Backend Service Designed and implemented a service facilitating cross-chain bridging for web3 wallets, ensuring seamless integration with Multichain. Primary languages and tools used included Node.js, Nest.js, and ethers.js. Designed and implemented a real-time, cross-language, and cross-timezone push notification system. Additionally, developed an internal API empowering the operations team to send custom push notification requirements. TTFarm | GameFi project on the
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國立政治大學
Computer Science
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National Taiwan University
Computer Science and Information Engineering

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AI Researcher | Research Assistant @ Academia Sinica
Taipei, Taiwan
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
Python
R
Natural Language Processing (NLP)
AI & Machine Learning
MongoDB
SQL
Data Science
PyTorch
Machine Learning
Tensorflow (Keras)
Pandas
WebSocket
RAG
Numpy
LLM
MLFlow
StableDiffusion
prompting
scikit-learn
Huggingface
spacy
Languages
English
Intermediate
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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
Print


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, NLTKGCP, Linux, SQL / NoSQ, Pandas, Hugging Face, Gradio, LangChain, Tensorflow, Keras, FastAPI, OpenCV, Airflow, Git, Docker, Jenkins, Line BotAzure 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) 

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 detectionand 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.
  • HonorReceived 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)

  [ Paper  | Github | Video | Poster | Slides ]

Projects


  1. 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 ]

    AwardPublished at the International Conference ACM CIKM 2023.

  2. 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 ]

  3. 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.
  4. 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. M526355See patent ]

Self-learning Certificates


  • Machine Learning Operations (MLOps): Getting Started  - Coursera
  • Machine Learning Specialization  - Deeplearning.AI  (In progress)
Resume
Profile


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, NLTKGCP, Linux, SQL / NoSQ, Pandas, Hugging Face, Gradio, LangChain, Tensorflow, Keras, FastAPI, OpenCV, Airflow, Git, Docker, Jenkins, Line BotAzure 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) 

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 detectionand 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.
  • HonorReceived 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)

  [ Paper  | Github | Video | Poster | Slides ]

Projects


  1. 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 ]

    AwardPublished at the International Conference ACM CIKM 2023.

  2. 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 ]

  3. 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.
  4. 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. M526355See patent ]

Self-learning Certificates


  • Machine Learning Operations (MLOps): Getting Started  - Coursera
  • Machine Learning Specialization  - Deeplearning.AI  (In progress)