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證RTP分布機率是否正常 - 協助計算遊戲機率和賭場優勢 Rooit inc., Data Engineer, Jan 2023 ~ Oct 2023 Python/MongoDB/Business Analysis/Data Analysis/Bigquery/Redis/Tableau/Neo4J/Flask - 利用Python爬取大陸論壇的人物照片擷取可用5000張圖片進行推薦 - 使用Selenium進行上萬張NSFW圖片的分類辨識 - 從Amplitude和MongoDB提取使
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鄭仲凱 Mobile Developer Tainan City, Taiwan • 9+年 Mobile(Android/iOS) App 開發經驗 • 主要專注於 Android & iOS App 開發 • 良好的溝通能力,並且能夠有效率的分析和解決問題 • 對學習新技術與新工具充滿熱情 工作經歷 Mobile Developer 2019/10 - Present Lafresh Information Inc. Skills: Kotlin, Swift, Java, Objective C, Python Flask, Vue.js, Firebase, Retrofit, Restful API MVVM architecture, Socket, Fastlane, SQLite
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工程科學所(在讀)
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using React and Next.js for interactive parent-child reading content, integrated with Leonardo.Ai API, Firestore as database, deployed on Vercel. Demo Link: https://baby-board-book.vercel.app/ Built a full-stack e-commerce site with JavaScript, HTML, CSS, Python Flask, MySQL, and integrated TapPay credit card payment API, deployed on AWS EC2. Demo Link: http://:3000/ Created a React accounting application with useState hook and Firestore as the database, deployed on Vercel Collaborated with 5 team members, using Git for version control, and developed a
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National Chengchi University
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供全方位支援,攜手共進,謝謝! 管理職 Taipei Special Municipality,TW [email protected] 專長 後端技術 1.Node.js ( Express 、 Sails 、Next ) 2.PHP ( Laravel、 codeigniter ) 3.Golang (Gin) 4.Python (Flask) 5.Java 前端技術 1.HTML 2.CSS 3.Js( Jquery、React、Angular、Vue ) 4.Bootstrap 5.Material UI 其他技術 1.LineBot 2.ChatGPT 3.Flutter (Android & IOS) 4.Win APP 5.Mac
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資訊管理
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老闆 @歐趴飲料店
2012 ~ 2018
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體開發並上架 Taichung City, Taiwan 技能 前端 Andorid Kotlin IOS Swift WEB Vue, Html, PHP, Javascript, Css, Ajax Linux Tkinter Unity UI/UX Photoshop, illustrator, Blender, SketchUp CI/CD Git 後端 Language Python, Php, Javascript Host Services AWS, GCP Framework Laravel , Flask, Django Database MySQL, MangoDB, Firebase Container Docker 工作經歷 技術部主管 • 黑瘋科技股份有限公司 十二月Present 研發beacon整體系統與產品、三軸整體系統與產品
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Tunghai University
資訊
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軟體工程師 @Gamma Ray 軟體工作室
2020 ~ Present
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介面 ● Storyboard Segue 視圖切換 ● TableView客製化Cell內容 【iOSProjUI】 ● XCTest 單元測試 【XCTestSE】 ● XCode 使用技巧 【YouTube】 Web ● Bootstrap 【YouTube】 ● jQuery 【WebDoc】 ● Html 【個人網站】 ● PHP 【OpenCart】 Python ● Flask 輕量級 Web 應用框架 【HiSKIO】 ● Flask Socket IO 通訊 【Tunffli】 ● Paho MQTT 消息協議 【WiNet】 ● Python GUI - wxPython 【YouTube】 SQL ● MS-SQL / MySQL / SQLite 【SQL-Doc】 ● 基本操作 CRUD 新增/查
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國立聯合大學
資訊工程學系
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Past
IoT software engineer @Upwork as a Freelancer
2022 ~ Present
CTO、Sr.Software Manager、Sr.Software Engineer
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統設備)的更新。 熟悉的技術: a. 嵌入式Linux、Yocto專案、QT、Cmake、Docker b. MCU、Cortex M、Modbus、OPCUA c. IoT AWS、Apache Kafka d. Java web Spring boot、RESTFUL API、Mysql DB、Mongodb e. Python、Flask、Django、OpenCV Eng. Ver. Responsible for the update of the real-time monitoring system (embedded system device with web java-based GUI) for the province-wide gateway control of Taiwan’s high-speed rail. 二月七月 2022 IoT software engineer 谷林運算
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國立台灣大學(National Taiwan University)
2021 ~ Present
Taipei, Taiwan
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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