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資深前端工程師 @比房科技
2022 ~ 2024
Frontend developer.
Within one month
神經網路之雲端數字辨識設計 技能 主要技能 React, Vue .js Node.js, Laravel Firebase, AWS, GCP SQL, noSQL Vercel Next.js Linux Leaflet Map Typescript, Javascript Chrome Extension Regex Prisma tRPC Cypress Docker 其他 Chinese English UX Strategy GA/GTM Git Scrum Jira npm, pnpm, yarn webpack.js, rollup.js express.js 工作經歷 資深前端工程師 比房創新 八月三月 2024 Taipei, Taiwan 獨立程式開發
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UX/UI 設計師 @網際威信股份有限公司
2023 ~ Present
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口碑行銷副理 @傑思愛德威媒體股份有限公司
2021 ~ 2024
專案管理師/專案經理/產品經理/行銷企劃
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誌排版設計等。 Assistant Engineer 助理工程師 • 荷蘭商萊博智科技股份有限公司台灣分公司//6) 多媒體內容本地化(Localization)專案執行,包含影音/圖像編輯、專案管理與海內外跨部門溝通。 學歷 輔仁大學 Fu Jen Catholic University 影像傳播學系語言 Chinese — 母語或雙語 English — 中階 Japanese — 初階
Word
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4-6 years
輔仁大學 Fu Jen Catholic University
影像傳播學系
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產品管理 @二十五電訊股份有限公司
2019 ~ 2024
使用者研究/產品管理/客戶服務
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word
excel
powerpoint
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4-6 years
中國文化大學
財務金融學系, 商業經營學系
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專案工程師 @新誼整合科技
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Lu, ZConstruct a cardiovascular disease decision support framework using linked open data. 12th International Conference on Healthcare Information Management (UHIMABest Papaer Award) Zhong-Xiu Lu, Xue Luo, Maiga Chang, Rita Kuo, Kuo-Chen LiRole Playing Game Quest Design in Multiplayer Educational Game. In the Proceedings of 22nd Global Chinese Conference on Computers in Education (GCCCE 2018), Guangzhou, China, May 25-29, 2018,Best Technical Papaer Award) Zhong-Xiu Lu, Maiga Chang, Rita Kuo, and Vivekanandan KumarIncorporating Farming Feature into MEGA World for Improving Learning Motivation. In the Proceedings of 27th International Conference on Computers in Education, Kenting
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Athabasca University
Master of Science in Information Systems
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助理研究員 @中環股份有限公司
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子生物實驗操作:PCR、瓊脂糖膠體電泳、E. coli電穿孔轉形、western blot 免疫細胞螢光染色法 採購談判與議價技巧 第一種壓力容器操作(單一級) 跨部門溝通整合能力 語言 Chinese — 母語或雙語 English — 中階 學歷長庚大學生物醫學研究所 生理暨藥理組 生理學,藥理學
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長庚
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Video Editor @美商勞倫斯科技股份有限公司台灣分公司
2021 ~ 2024
Video Editor
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協調後期團隊\監督製作進度\整理客戶意見並轉達與後期團隊 學歷 國立勤益科技大學 文化創意事業系專案 Activity Record Video Filming, editing view TV Advertisement Coordinate, organize, editing view Music Video Director, filming, editing view Marketing Video Scripting, editing view 技能 Microsoft Office Adobe Illustrator Adobe Photoshop Adobe Lightroom Adobe Premiere Pro adobe after effects DaVinci Resolve Final Cut Pro 語言 Chinese — 母語或雙語 English — 進階
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Adobe Illustrator
Adobe Photoshop
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4-6 years
國立勤益科技大學
文化創意事業系
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軟體助理工程師 @逍遙有限公司
2021 ~ 2024
軟體工程師、全端工程師、前端工程師
Within one month
示 六月十二月 2020 Taipei, Taiwan 網頁美工 大台灣旅遊網股份有限公司 用AI跟PS編輯網頁專輯的排版後傳給工程師 學歷嶺東科技大學 科技商品設計系 Lorem ipsum dolor sit amet, consectetuer adipiscing elit, sed diam nonummy nibh euismod tincidunt ut laoreet dolore magna aliquam erat volutpat. 技能 WordPress JavaScript Bootstrap PHP Python HTML/CSS MySQL 語言 Chinese — 母語或雙語
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嶺東科技大學
科技商品設計系
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R&D Engineer @CymMetrik Enterprise Co., Ltd.
2018 ~ Present
FAE工程師、Project Manager、R&D
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能 . XRF 證照 . DSX . UV curing system . Universal tensile machine . FTIR . DSC . DSA . TGA . Spectrophotometer . Refractometer . Surface profilometer . Gloss meter . Corona & Plasma treatment . Tensiometer . Cone-plate viscometer .Screen print machine 學歷 Languages 淡江大學 化學工程與材料工程系 SepJun 2018 Chinese - Native English - TOEIC 650 Japanese - Learning Hobby 山海為我心歸屬,大自然教會我寬容,教會我調整心態 放下都市裡的所有成見及包袱,留下純淨的心感
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Chemical & Materials Engineering

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Logo of 國立台灣大學(National Taiwan University).
國立台灣大學(National Taiwan University)
2021 ~ Present
Taipei, Taiwan
Professional Background
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Job Search Progress
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Data Scientist
Fields of Employment
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Skills
Python
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Docker
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Tensorflow (Keras)
IELTS7.5
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National Taiwan University 國立台灣大學
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Print

Josaphat Tirza Bakker 許國亮

Data Engineer

  Taipei, Taiwan

[email protected] / 0971648027

As an Indonesian Overseas Chinese in Taiwan, I hold a Master's in Computer Science from National Taiwan University (GPA: 4.06/4.30) and a degree in Information Management from NTUST. My academic pursuits, deeply rooted in deep learning for healthcare data analysis, have involved working with advanced Language Learning Models (LLMs) like BERT and GPT, sparking a keen interest in data-driven solutions and machine learning optimization. Currently, as a Data Engineer, I apply my skills in Python, Torch, SQL, and various deep learning frameworks to address challenges in server optimization and software validation, with a particular focus on enhancing natural language processing and machine learning through LLMs. My multilingual proficiency in English, Indonesian, and Chinese complements my passion for leveraging data in healthcare advancements, enabling me to excel in diverse, international environments.


Work Experience

Data Engineer  •  Lenovo

October 2023 - Present

Leading the end-to-end data engineering process, specializing in server hardware, firmware, and software validation. My role emphasizes international collaboration, particularly with teams in the U.S. and Beijing, to apply data science methodologies. This includes using LLM techniques to enhance deep learning and predictive analytics, aiming to revolutionize server performance and reliability testing. Key responsibilities include:

  • Data Pipeline Development: Crafted and deployed robust, scalable data pipelines using tools like Apache Kafka and Apache Beam, significantly boosting data analysis and integration across teams in Taiwan, the U.S., and Beijing.

  • Predictive Modeling: Engineered advanced tabular deep learning models for server validation, incorporating LLM models like Qwen and Mixtral, alongside TensorFlow and PyTorch, to refine predictive analytics and enhance server reliability.

  • Big Data Engineering: Oversaw the processing and analytical examination of over 200 million data points of server hardware data, leveraging BigQuery and Spark for efficient management and large-scale processing. 

  • Cross-Regional Collaboration: Demonstrated exemplary international collaboration skills by working seamlessly with diverse teams across Taiwan, the U.S., and Beijing, employing my adaptability and cultural competence to merge data-driven solutions effectively.

AI Researcher (Deep Learning)  •  國立台灣大學(National Taiwan University)

September 2021 - August 2023

As an academic member at NTU AI² Lab under Prof. Chu-Song Chen, I focused on leveraging advanced AI and LLM technologies for enhancing medical decision-making at NTU Hospital. Specializes in high-end computational models and libraries to push forward the capabilities of AI in healthcare. Key contributions include:

  • Medical Transformer-based LLMs: Optimized transformer-based LLMs for medical decision support, utilizing advanced parameter tuning techniques to enhance model performance and applicability in healthcare.
  • Applying YOLOv4 for Computer Vision: Implemented YOLOv4 for cutting-edge medical image analysis, advancing the precision and efficiency of diagnostic processes.
  • Developing BERT-based Models with PyTorch: Engineered private BERT-based LLMs using PyTorch, tailored to extract and analyze complex patterns in clinical data.
  • Curating Diverse Datasets: Oversaw the compilation and management of wide-ranging datasets, applying tools such as Pandas for data manipulation and Scikit-learn for predictive analytics, to fuel model training and generate valuable healthcare insights.

Mobile Application Developer  •  同合順企業有限公司

August 2021 - August 2023

Platform development with focus on creating robust, scalable backend systems and integrating cutting-edge AI technologies to improve app functionality and user experience. My contributions spanned several key areas:

  • Flutter & Java App Development: Built scalable, user-focused apps with Flutter and Java, emphasizing intuitive UI/UX designs. Employed advanced techniques for smooth, cross-platform functionality.

  • Python, Flask Backend & AI Models: Leveraged Flask in Python for backend services, integrating TensorFlow for AI-driven NLP models to optimize the KYC process, enhancing security and user verification processes.

  • Bloc for State Management: Implemented Bloc for sophisticated data management, ensuring fluid state management and reactivity within applications.

  • CI/CD & Automated Testing: Adopted Github's CI/CD pipelines and automated testing, maintaining high standards of code quality and accelerating development cycles.


Machine Learning Engineer  •  DOWN Dating & Social Apps

June 2021 - September 2021

Specialized in developing recommendation algorithms to match users based on preferences and back-end solutions to support a user base of over 8 million. My key responsibilities included:

  • Machine Learning & Recommendation Systems: Used Python with TensorFlow and Scikit-learn for advanced models and recommendations, boosting user engagement through tailored content.

  • Scalable Back-End Services: Developed scalable back-end solutions using Node.js and MongoDB, ensuring smooth user experiences as our base expanded.

  • Data Science & Analytics: Analyzed 400+ million data points with Pandas and Jupyter, applying predictive analytics to drive informed decisions.

Data Scientist  •  Supertype

September 2020 - March 2021

Participated in a half-work, half-study program, focusing on applying data science and engineering to solve real-world commercial challenges. My involvement centered around:

  • Python Data Analysis: Leveraged Pandas and NumPy for data manipulation, and visualized insights using Matplotlib and Seaborn.

  • Deployment with Docker: Utilized Docker for streamlined app deployment, enhancing consistency across environments.

  • Flask Web Development: Developed Flask-based web services, integrating RESTful APIs and managing databases with SQLAlchemy for efficient web solutions.

Education

Sept 2021 - July 2023

National Taiwan University 國立台灣大學, Graduate Institute of Computer Science

Master of Computer Science ( GPA: 4.06/4.3 )

Honors: Graduated with distinguished thesis publication

Sept 2018 - July 2021

National Taiwan University of Science and Technology 國立台灣科技大學

Information Management ( GPA: 4.14/4.3 )

Honors: Cumlaude, top of the class for 3 consecutive years and graduated early in 3 years

My Projects

"Speak It" mobile application | Fullstack, 2022


  • Platform development: React-native & Javascript
  • Deployment: Google Cloud Platform (GCP)
  • Model: HuggingFace BERT LLM model

"So Clean" web application | Backend, 2021


  • Frontend: Python Flask
  • Backend: React.js & Javascript
  • Database: Mongo DB

Skills

Machine Learning


  • Computer vision deep learning
  • LLMs (BERT & GPT)
  • Big data processing & ETL

Software Development


  • Flutter mobile app
  • Python & Javascript RESTful API
  • CI/CD 

Language


  • Chinese
  • English (IELTS 7.5)
  • Indonesian
Resume
Profile

Josaphat Tirza Bakker 許國亮

Data Engineer

  Taipei, Taiwan

[email protected] / 0971648027

As an Indonesian Overseas Chinese in Taiwan, I hold a Master's in Computer Science from National Taiwan University (GPA: 4.06/4.30) and a degree in Information Management from NTUST. My academic pursuits, deeply rooted in deep learning for healthcare data analysis, have involved working with advanced Language Learning Models (LLMs) like BERT and GPT, sparking a keen interest in data-driven solutions and machine learning optimization. Currently, as a Data Engineer, I apply my skills in Python, Torch, SQL, and various deep learning frameworks to address challenges in server optimization and software validation, with a particular focus on enhancing natural language processing and machine learning through LLMs. My multilingual proficiency in English, Indonesian, and Chinese complements my passion for leveraging data in healthcare advancements, enabling me to excel in diverse, international environments.


Work Experience

Data Engineer  •  Lenovo

October 2023 - Present

Leading the end-to-end data engineering process, specializing in server hardware, firmware, and software validation. My role emphasizes international collaboration, particularly with teams in the U.S. and Beijing, to apply data science methodologies. This includes using LLM techniques to enhance deep learning and predictive analytics, aiming to revolutionize server performance and reliability testing. Key responsibilities include:

  • Data Pipeline Development: Crafted and deployed robust, scalable data pipelines using tools like Apache Kafka and Apache Beam, significantly boosting data analysis and integration across teams in Taiwan, the U.S., and Beijing.

  • Predictive Modeling: Engineered advanced tabular deep learning models for server validation, incorporating LLM models like Qwen and Mixtral, alongside TensorFlow and PyTorch, to refine predictive analytics and enhance server reliability.

  • Big Data Engineering: Oversaw the processing and analytical examination of over 200 million data points of server hardware data, leveraging BigQuery and Spark for efficient management and large-scale processing. 

  • Cross-Regional Collaboration: Demonstrated exemplary international collaboration skills by working seamlessly with diverse teams across Taiwan, the U.S., and Beijing, employing my adaptability and cultural competence to merge data-driven solutions effectively.

AI Researcher (Deep Learning)  •  國立台灣大學(National Taiwan University)

September 2021 - August 2023

As an academic member at NTU AI² Lab under Prof. Chu-Song Chen, I focused on leveraging advanced AI and LLM technologies for enhancing medical decision-making at NTU Hospital. Specializes in high-end computational models and libraries to push forward the capabilities of AI in healthcare. Key contributions include:

  • Medical Transformer-based LLMs: Optimized transformer-based LLMs for medical decision support, utilizing advanced parameter tuning techniques to enhance model performance and applicability in healthcare.
  • Applying YOLOv4 for Computer Vision: Implemented YOLOv4 for cutting-edge medical image analysis, advancing the precision and efficiency of diagnostic processes.
  • Developing BERT-based Models with PyTorch: Engineered private BERT-based LLMs using PyTorch, tailored to extract and analyze complex patterns in clinical data.
  • Curating Diverse Datasets: Oversaw the compilation and management of wide-ranging datasets, applying tools such as Pandas for data manipulation and Scikit-learn for predictive analytics, to fuel model training and generate valuable healthcare insights.

Mobile Application Developer  •  同合順企業有限公司

August 2021 - August 2023

Platform development with focus on creating robust, scalable backend systems and integrating cutting-edge AI technologies to improve app functionality and user experience. My contributions spanned several key areas:

  • Flutter & Java App Development: Built scalable, user-focused apps with Flutter and Java, emphasizing intuitive UI/UX designs. Employed advanced techniques for smooth, cross-platform functionality.

  • Python, Flask Backend & AI Models: Leveraged Flask in Python for backend services, integrating TensorFlow for AI-driven NLP models to optimize the KYC process, enhancing security and user verification processes.

  • Bloc for State Management: Implemented Bloc for sophisticated data management, ensuring fluid state management and reactivity within applications.

  • CI/CD & Automated Testing: Adopted Github's CI/CD pipelines and automated testing, maintaining high standards of code quality and accelerating development cycles.


Machine Learning Engineer  •  DOWN Dating & Social Apps

June 2021 - September 2021

Specialized in developing recommendation algorithms to match users based on preferences and back-end solutions to support a user base of over 8 million. My key responsibilities included:

  • Machine Learning & Recommendation Systems: Used Python with TensorFlow and Scikit-learn for advanced models and recommendations, boosting user engagement through tailored content.

  • Scalable Back-End Services: Developed scalable back-end solutions using Node.js and MongoDB, ensuring smooth user experiences as our base expanded.

  • Data Science & Analytics: Analyzed 400+ million data points with Pandas and Jupyter, applying predictive analytics to drive informed decisions.

Data Scientist  •  Supertype

September 2020 - March 2021

Participated in a half-work, half-study program, focusing on applying data science and engineering to solve real-world commercial challenges. My involvement centered around:

  • Python Data Analysis: Leveraged Pandas and NumPy for data manipulation, and visualized insights using Matplotlib and Seaborn.

  • Deployment with Docker: Utilized Docker for streamlined app deployment, enhancing consistency across environments.

  • Flask Web Development: Developed Flask-based web services, integrating RESTful APIs and managing databases with SQLAlchemy for efficient web solutions.

Education

Sept 2021 - July 2023

National Taiwan University 國立台灣大學, Graduate Institute of Computer Science

Master of Computer Science ( GPA: 4.06/4.3 )

Honors: Graduated with distinguished thesis publication

Sept 2018 - July 2021

National Taiwan University of Science and Technology 國立台灣科技大學

Information Management ( GPA: 4.14/4.3 )

Honors: Cumlaude, top of the class for 3 consecutive years and graduated early in 3 years

My Projects

"Speak It" mobile application | Fullstack, 2022


  • Platform development: React-native & Javascript
  • Deployment: Google Cloud Platform (GCP)
  • Model: HuggingFace BERT LLM model

"So Clean" web application | Backend, 2021


  • Frontend: Python Flask
  • Backend: React.js & Javascript
  • Database: Mongo DB

Skills

Machine Learning


  • Computer vision deep learning
  • LLMs (BERT & GPT)
  • Big data processing & ETL

Software Development


  • Flutter mobile app
  • Python & Javascript RESTful API
  • CI/CD 

Language


  • Chinese
  • English (IELTS 7.5)
  • Indonesian