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Data Engineer @Rooit Inc. (XO App)
2023 ~ 2023
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
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6-10 years
中國醫藥大學(China Medical University)
臨床醫學研究所
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Senior AI Research/Engineer (part-time) @NeuroBonic Inc.
2022 ~ 2023
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
Within one month
Python
PyTorch
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4-6 years
National Yang Ming Chiao Tung University
Computer Science
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Senior Site Reliability Engineer @群馥科技股份有限公司
2024 ~ Present
資深運維工程師
Within one month
Deploying and maintaining core GCP services: * Firewall, Cloud Armor, Security Command Center. * GKE Autopilot mode, Standard mode, Cloud run. * Cloud SQL for MySQL, Cloud Memorystore for Memcached/redis, AlloyDB for PostgreSQL, BigQuery. * Compute Engine. * Cloud Storage. * Dataflow, Cloud Build, Cloud Deploy. * Google Cloud Machine Learning - Vertex AI. * Cloud CDN, Cloud DNS. * Cloud VPN, Cloud Route, NAT, VPC, VPC Peering, Shared VPC, Private Google Access, Private Service Access, Serverless VPC Access... Cloud and Infrastructure Operations Engineer • 永鼎數位科技 九月五月 2023 獨自
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National Changhua University of Education
資訊管理學系
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Career transition @Career Break
2024 ~ 2024
NLP Engineer / Data Scientist / Machine Learning Engineer
Within one month
Python
SQL
NLP
Unemployed
Ready to interview
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4-6 years
National Chengchi University
資訊科學系
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老闆 @歐趴飲料店
2012 ~ 2018
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難排解 APP WEB UX 規劃 第三方元件整合 Google Play / Apple Store 上架 兼任講師 • 東海大學 一月Present 主要教學C、C++、JAVA、PYTHON、物聯網、資料科學、機器學習、深度學習等等。 科技部計畫研究助理 • 東海大學 一月十二月 2019 協助撰寫科技部計畫 與林口長庚醫院羅慧夫團隊
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Employed
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6-10 years
Tunghai University
資訊
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資料分析暨自動化工程師 @泰詠電子股份有限公司(6266)
2021 ~ Present
資料分析師 軟體設計工程師 演算法開發工程師 深度學習研發工程師 AI工程師
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現節點。 學歷 國立中山大學 National Sun Yat-Sen University 應用數學系研究所統計組 碩士論文-結合無監督式學習的時間序列分析 簡述: 使用 機器學習演算法與時間序列模型,分析電力需求資料與空氣成分資料。 產學合作 DiGi + Talent跨域數位人才加速躍升計畫 至新
Python
UiPath
Microsoft Office
Employed
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4-6 years
國立中山大學 National Sun Yat-Sen University
應用數學系研究所統計組
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Data engineer @H2 Inc.
2021 ~ Present
AI engineer, ML engineer, data scientist
Within three months
analysis】 - 根據各部門所需提供相對應的數據分析 - 針對不同 project 進行 exploratory data analysis 分析 AI 工程師 • 林口長庚醫院-AI core lab 六月三月 2021 【建置 AI 模型與應用】 - 利用 AI deep learning CNN models,解決醫療領域的問題 - 利用機器學習方法輔助解決醫療領域問題 - 搭配 Linux bash shell 幫助 AI 模型
Airflow
Docker
AWS
Employed
Open to opportunities
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4-6 years
清華大學
動力機械工程學系
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Chief Technology Officer @MetAI 宇見智能科技
2022 ~ Present
資料科學家、機器學習工程師
Within two months
和合成資料領域的實務經驗。探討這些技術如何在實際應用中推動工業檢測、工廠優化,以及其他領域的創新。 NVIDIA DLI 講師暨 AI 邊緣運算大使 NVIDIA DLI (Deep Learning Institute) 是 NVIDIA 推出的專業教育計劃,旨在為全球的學生、開發者和專業人士提供高品質的深度學習和
python programming
Data Analytics
Data Visualization
Employed
Part-time / Remote Only
6-10 years
Vancouver Film School
3D animation & VFX
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Expertise & Innovation Lead, Cloud @fifty-five
2023 ~ Present
Cloud Solution Architect
Within one month
SEO 精準廣告投放:GSN, GDN, Facebook Ads 作品集 雲端解決方案showcase 技術部落格-medium 雲市集|資料實驗室 電工通訊季刊發表文章 文字探勘與機器學習專案(成大碩士論文) 證照 AWS Certified Solutions Architect – Professional Microsoft Certified: Azure Data Scientist Associate (DP-100) AWS Certified Solutions Architect – Associate Microsoft Certified: Azure Fundamentals (AZ-900), Data Fundamentals (DP-900), AI Fundamentals (AI-900), Security, Compliance and Identity
Google Analytics
Google Tag Manager
Data Mining
Employed
Full-time / Interested in working remotely
4-6 years
國立政治大學
Computer Science
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Offline
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工程師 @Taiwan Semiconductor Manufacturing 台灣積體電路製造股份有限公司
2023 ~ Present
全端/後端工程師
Within two months
and completed the backend project « Never Stra y» (See Projects) • Enhanced communication skills through collaboration with Front-End and iOS members on «Stylish» • Adopted Agile and Scrum Methodology for personal project development to deliver features on time Research Assistant • National Chiao Tung University MarJul 2019 • Wrote the paper based on Machine Learning for computer-aided diagnosis and prepared the submission to international journals Assistant R&D engineer • Ever Fortune.AI NovFeb 2019 • Adjusted deep learning models and parameters with Python • Established x-ray labeling system for doctors Trainee • Wanin International FevJun 2016 • Developed the bee and Rockman games in
Python
JavaScript
CSS
Employed
Not open to opportunities
Full-time / Interested in working remotely
4-6 years
National Chiao Tung University
Bioinformatics and Systems Biology

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Taiwan Semiconductor Manufacturing 台灣積體電路製造股份有限公司
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Print

Tsai, Tsai-Chieh 蔡采潔

Backend Engineer

[email protected]

Now I try to be a full stack engineer.
I'm a self-learning backend engineer and a cross-disciplinary learner. I like to solve problems by coding, and keep on writing clean and stable code, so that can spend less time adding the follow-up enhancement functions and error correction.

  

  Taichung City, Taiwan

WORK EXPERIENCE

Backend Engineer  •   Ever Fortune.AI 

Jan 2021 - Now 

• Built APIs with Python FastAPIs web framework, based on Pydantic type hints and Mypy type checker, etc (See Projects)

Backend Engineer  •   Gets-info (Startup)

Nov 2019 - Oct 2020 

• Database table design and maintain
Completed more than 20 APIs about sport events, CRUD for multiple user predictions
• Scheduler for crawling sports information, etc (See Projects)

Backend Trainee  •  AppWorks School

Jul 2019 - Oct 2019

• Built engineering mindset and problem-solving skills through 1000+ hours of immersive training and completed the backend project «Never Stray» (See Projects)
• Enhanced communication skills through collaboration with Front-End and iOS members on «Stylish»
• Adopted Agile and Scrum Methodology for personal project development to deliver features on time

Research Assistant  •  National Chiao Tung University

Mar 2019 - Jul 2019

• Wrote the paper based on Machine Learning for computer-aided diagnosis and prepared the submission to international journals

Assistant R&D engineer  •  Ever Fortune.AI

Nov 2018 - Feb 2019

• Adjusted deep learning models and parameters with Python
• Established x-ray labeling system for doctors

Trainee  •  Wanin International

Fev 2016 - Jun 2016

• Developed the bee and Rockman games in C# language with Unity, learned game design concepts such as scenes, cameras, etc. Total internship hours: 551 hours

EDUCATION

M.S. in Bioinformatics and Systems Biology  •  National Chiao Tung University

Sep 2016 - Aug 2018

• 4.1/4.3 GPA
• Main courses: «Machine Learning», «Image Processing»

B.S. in Engineering and Computer Science  •  Feng Chia University

Sep 2012 - Jun 2016

3.8/4 GPA
The Phi Tau Phi Scholastic Honor Society Honorary member
• Academic Excellence Award (top 5% of class in semester) four times


SKILLS

Backend


  • NodeJS/ExpressJS
  • PM2
  • MySQL/PostgreSQL
  • NoSQL
  • Redis
  • Linux
  • Web Crawling
  • Pug
  • Firebase

Cloud Service


  • AWS EC2
  • AWS S3
  • AWS CDN
  • AWS ELB
  • Google GCE
  • Google GAE
  • Google GCF

Front-End


  • HTML & CSS
  • React
  • Redux Toolkit
  • Ant Design
  • RWD
  • AJAX

Tool


  • Git / Gitub
  • Source Tree
  • Jenkins
  • Docker
  • Unit test: Jest
  • ESLint
  • Artillery
  • Cheerio
  • AJV

PROJECTS

Ever Fortune.AI's project

Query, Viewer, Label System

Data Engineering and Labeling Technology Applications.

• Familiar with search API with multiple queries based on RESTful design, like aggregate function, having clause
• Implement the concept of microservices by Docker Compose, each project communicates via API gateway
• Connect Google OAuth 2.0 API for third-party login and JWT token for native login
• Using Alembic toolkit for auto-generating database migrations

Backstage System

Underwriting claims AI automatic identification system.

• Self-learning for frontend and independent development with React and Typescript at a tight deadline.
• Effectively communicate with the backend and adjust the APIs based on previous backend experience.

• Using Ant Design for React UI library or custom component
• Using Redux Toolkit for centralizing state management and simplifying many common use cases, like creating Reducer.

Get-sport (company's project 搞運彩)

A platform that provides sports lottery analysis and predictions.

• Import AJV validation for input and redesign the project structure
• Chat room development with firebase real-time database
• Stable and clean code writing for APIs and scheduling
• Track and recover other senior engineers' errors and refactor code

URL: https://getsport.cc/

Never Stray

An animal adoption platform that integrated the shelters and met map in Taiwan. Users can quickly find pets through multiple search conditions or track the pets they are interested in.

Technologies:

• Using Nodejs for backend development and React for frontend development, both use Typescript
• Using Docker that makes any deployment consistent, portable, and scalable.
• Scripts generated by TypeORM or manually are about database migration and initial essential elements of a database table in the database deployments.
• Integrating CodeDeploy with GitHub for Amazon EC2 auto-deployment.
Node-schedule and Cheerio for web crawling and frequent database updates

• Eliminating the need to hand-write data fetching and caching logic yourself by using RTK Query
• Create a responsive design with SCSS and styled-components.

URL: https://never-stray.com
GitHub: https://github.com/TsaiTsaiChieh/never-stray

STYLiSH

An e-commerce website system.

Technologies
• Built RESTful APIs for product management, user sign up and login
• Set MySQL index for search performances and foreign key for data relationship
• Connected third-party TapPay API for payment system
• Optimized loading speed with node-cache and AWS CloudFront
• Implemented customer service chat by socket.io for real-time communication between the server and client


GitHub: https://github.com/TsaiTsaiChieh/stylish

THESIS

«Developing a novel cancer scoring card method for predicting metastasis of colorectal cancer from lymph node biopsy»

Used the Genetic algorithm combined with the Taguchi method which can quantify the degree of lymph node metastasis of colorectal cancer.

It can remind the pathologist that may be metastasis in other regions of the lymph node for the purpose of assisting diagnosis and increase the probability of early detection of colorectal cancer.

Resume
Profile

Tsai, Tsai-Chieh 蔡采潔

Backend Engineer

[email protected]

Now I try to be a full stack engineer.
I'm a self-learning backend engineer and a cross-disciplinary learner. I like to solve problems by coding, and keep on writing clean and stable code, so that can spend less time adding the follow-up enhancement functions and error correction.

  

  Taichung City, Taiwan

WORK EXPERIENCE

Backend Engineer  •   Ever Fortune.AI 

Jan 2021 - Now 

• Built APIs with Python FastAPIs web framework, based on Pydantic type hints and Mypy type checker, etc (See Projects)

Backend Engineer  •   Gets-info (Startup)

Nov 2019 - Oct 2020 

• Database table design and maintain
Completed more than 20 APIs about sport events, CRUD for multiple user predictions
• Scheduler for crawling sports information, etc (See Projects)

Backend Trainee  •  AppWorks School

Jul 2019 - Oct 2019

• Built engineering mindset and problem-solving skills through 1000+ hours of immersive training and completed the backend project «Never Stray» (See Projects)
• Enhanced communication skills through collaboration with Front-End and iOS members on «Stylish»
• Adopted Agile and Scrum Methodology for personal project development to deliver features on time

Research Assistant  •  National Chiao Tung University

Mar 2019 - Jul 2019

• Wrote the paper based on Machine Learning for computer-aided diagnosis and prepared the submission to international journals

Assistant R&D engineer  •  Ever Fortune.AI

Nov 2018 - Feb 2019

• Adjusted deep learning models and parameters with Python
• Established x-ray labeling system for doctors

Trainee  •  Wanin International

Fev 2016 - Jun 2016

• Developed the bee and Rockman games in C# language with Unity, learned game design concepts such as scenes, cameras, etc. Total internship hours: 551 hours

EDUCATION

M.S. in Bioinformatics and Systems Biology  •  National Chiao Tung University

Sep 2016 - Aug 2018

• 4.1/4.3 GPA
• Main courses: «Machine Learning», «Image Processing»

B.S. in Engineering and Computer Science  •  Feng Chia University

Sep 2012 - Jun 2016

3.8/4 GPA
The Phi Tau Phi Scholastic Honor Society Honorary member
• Academic Excellence Award (top 5% of class in semester) four times


SKILLS

Backend


  • NodeJS/ExpressJS
  • PM2
  • MySQL/PostgreSQL
  • NoSQL
  • Redis
  • Linux
  • Web Crawling
  • Pug
  • Firebase

Cloud Service


  • AWS EC2
  • AWS S3
  • AWS CDN
  • AWS ELB
  • Google GCE
  • Google GAE
  • Google GCF

Front-End


  • HTML & CSS
  • React
  • Redux Toolkit
  • Ant Design
  • RWD
  • AJAX

Tool


  • Git / Gitub
  • Source Tree
  • Jenkins
  • Docker
  • Unit test: Jest
  • ESLint
  • Artillery
  • Cheerio
  • AJV

PROJECTS

Ever Fortune.AI's project

Query, Viewer, Label System

Data Engineering and Labeling Technology Applications.

• Familiar with search API with multiple queries based on RESTful design, like aggregate function, having clause
• Implement the concept of microservices by Docker Compose, each project communicates via API gateway
• Connect Google OAuth 2.0 API for third-party login and JWT token for native login
• Using Alembic toolkit for auto-generating database migrations

Backstage System

Underwriting claims AI automatic identification system.

• Self-learning for frontend and independent development with React and Typescript at a tight deadline.
• Effectively communicate with the backend and adjust the APIs based on previous backend experience.

• Using Ant Design for React UI library or custom component
• Using Redux Toolkit for centralizing state management and simplifying many common use cases, like creating Reducer.

Get-sport (company's project 搞運彩)

A platform that provides sports lottery analysis and predictions.

• Import AJV validation for input and redesign the project structure
• Chat room development with firebase real-time database
• Stable and clean code writing for APIs and scheduling
• Track and recover other senior engineers' errors and refactor code

URL: https://getsport.cc/

Never Stray

An animal adoption platform that integrated the shelters and met map in Taiwan. Users can quickly find pets through multiple search conditions or track the pets they are interested in.

Technologies:

• Using Nodejs for backend development and React for frontend development, both use Typescript
• Using Docker that makes any deployment consistent, portable, and scalable.
• Scripts generated by TypeORM or manually are about database migration and initial essential elements of a database table in the database deployments.
• Integrating CodeDeploy with GitHub for Amazon EC2 auto-deployment.
Node-schedule and Cheerio for web crawling and frequent database updates

• Eliminating the need to hand-write data fetching and caching logic yourself by using RTK Query
• Create a responsive design with SCSS and styled-components.

URL: https://never-stray.com
GitHub: https://github.com/TsaiTsaiChieh/never-stray

STYLiSH

An e-commerce website system.

Technologies
• Built RESTful APIs for product management, user sign up and login
• Set MySQL index for search performances and foreign key for data relationship
• Connected third-party TapPay API for payment system
• Optimized loading speed with node-cache and AWS CloudFront
• Implemented customer service chat by socket.io for real-time communication between the server and client


GitHub: https://github.com/TsaiTsaiChieh/stylish

THESIS

«Developing a novel cancer scoring card method for predicting metastasis of colorectal cancer from lymph node biopsy»

Used the Genetic algorithm combined with the Taguchi method which can quantify the degree of lymph node metastasis of colorectal cancer.

It can remind the pathologist that may be metastasis in other regions of the lymph node for the purpose of assisting diagnosis and increase the probability of early detection of colorectal cancer.