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Taipei City, Taiwan
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SRE / DevOp engineer / Backend engineer
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的串接,諸如金流 (藍新、Tappay、Line Pay 等)、物流 (Lalamove、全球快遞、GOGOX、多多快送 等)、電子發票 (盟立) 並且完成多個供應商的派車系統管理。 技能 Node.js, AWS, IaC(Terraform, AWS CDK, ansible), Docker, React, JavaScript, Github Action DevOps/SRE 於 2023 年九月開始自學 k8s,並於 11 月考取 CKAD 證照,並且也有了要從事 SRE 或是 DevOps 的中
Node.js
React.js
Express.js
Employed
Ready to interview
Full-time / Interested in working remotely
4-6 years
Avatar of 謝明翰.
Avatar of 謝明翰.
Past
後端工程師 @Canner (易開科技)
2023 ~ 2024
Senior Backend Engineer
Within one month
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
Node.js / Express.js
Git-flow
Golang
Unemployed
Ready to interview
Full-time / Interested in working remotely
4-6 years
東海大學 Tunghai University
資訊工程
Avatar of 劉岳宬.
Avatar of 劉岳宬.
主任工程師 @創奕能源科技股份有限公司
2023 ~ Present
軟體工程師
Within one month
.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
Javascript(ES6)
Node.js
React.js
Employed
Ready to interview
Full-time / Interested in working remotely
10-15 years
大華科技大學
電子工程系
Avatar of 洪健哲.
Avatar of 洪健哲.
Past
Senior Software Engineer @ThunderCore 閃電核心科技
2023 ~ 2023
Software Engineer
Within one month
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
JavaScript Frameworks
Node.js
React.js/Redux
Unemployed
Ready to interview
Full-time / Interested in working remotely
4-6 years
國立政治大學
Computer Science
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Avatar of the user.
Senior Front-End Engineer @TonFura
2023 ~ Present
Front-End engineer / Full-stack engineer
Within one month
JavaScript
HTML5
CSS3
Employed
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Full-time / Interested in working remotely
6-10 years
National Taiwan University
Computer Science and Information Engineering
Avatar of 史懷恩.
Avatar of 史懷恩.
專案管理師 @統一數網股份有限公司
2022 ~ Present
前端工程師、軟體工程師
Within one month
史懷恩 Shih, Hui-En Junior Front-End Engineer Senior Project Manager Taipei City, Taiwan Front-End Web Development : Started programming in December ofProject Management : 5 years of experience, including communicating with various departments, agile software development, document writing, wireframing, and design acceptance. Information Software System Implementation : 2 years of experience, including system sales consulting, system construction, and planning and execution of system integration. Technical Skills Software Development Web Development : HTML, CSS, JavaScript, Express, Node.js, React.js Database Management : MongoDB Version Control : Git, GitHub Project management Agile project management Cross function communication Customer communication
Axure RP
Slack
Asana
Employed
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4-6 years
國立中興大學
生物學
Avatar of Justin Liu.
Avatar of Justin Liu.
Manager @GOMAJI 夠麻吉
2017 ~ Present
Project Lead / Tech Lead / Team Lead / Technical Manager
Within one month
Justin Liu GOMAJI 夠麻吉 經理 A technical leader with extensive IT management experience, skilled in driving technological innovation, optimizing development processes, and leading cross-functional teams to achieve business objectives. In my previous roles, I successfully led a team of 10, including web developers, App developers, DevOps, data engineers, and API developers, to accomplish several key projects. I have a profound understanding and practical experience in technical architecture, cloud architect solutions(GCP and AWS), CI/CD and Docker, and data analytics, and committed to enhancing team efficiency and product quality. 具有豐
Team Lead
Management Team
Cloud Architecture
Employed
Ready to interview
Full-time / Interested in working remotely
10-15 years
Shih Hsin University
Management Information Systems, General
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Avatar of the user.
Sr. Full Stack Engineer @類神經網路股份有限公司
2021 ~ Present
資深程式設計師
Within one month
Android
Windows
Linux
Employed
Ready to interview
Full-time / Interested in working remotely
6-10 years
輔仁大學 Fu Jen Catholic University
Computer Science and Information Engineering
Avatar of 黃季承.
Avatar of 黃季承.
Past
後端工程師 & DevOps @創業家兄弟Kuobrothers Corp.
2022 ~ 2024
Senior Backend Engineer | DevOps | SRE
Within one month
端服務 精通 Scrum 敏捷開發流程並透過 Retrospective 提升團隊戰力 以簡單的方式講述複雜的技術細節讓他人可以快速理解 Backend Developer Skill PHP | Node.js Object-Oriented Clean Architecture CodeIgniter | Laravel RESTful APIs Unit Tests | API Tests MySQL Performance Scrum Development DevOps Skill AWS (IaC | Cloud Services) Cloudflare (CDN Tools | DNS Record) Drone CI (CI/CD Pipeline) Monitor (CloudWatch, Kibana, Grafana) 工作經歷 Backend Developer & DevOps • 創業家
AWS
CI/CD Drone
Cloudflare
Unemployed
Ready to interview
Full-time / Interested in working remotely
4-6 years
National Taipei University of Technology
資工系
Avatar of the user.
Avatar of the user.
Past
前端工程師 @科智企業股份有限公司
2018 ~ 2023
資深前端工程師, Sr. Frontend Engineer
Within one month
MySQL
WordPress
React.js
Unemployed
Ready to interview
Full-time / Interested in working remotely
4-6 years
國立交通大學 National Chiao Tung University
土木工程

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Within one month
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
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
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)