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PortfolioTrình bày kỹ năng chuyên môn và dự án đã thực hiện một cách sinh động, trực quan.CVTạo CV online chuyên nghiệp, miễn phíTạo CVTạo CV online chuyên nghiệp, miễn phíMẫu CVTruy cập kho mẫu CV online ấn tượng, chuẩn quốc tế.CV mẫuTham khảo các CV mẫu đẹp đã được người dùng CakeResume ứng tuyển thành công.Cẩm nang nghề nghiệpTìm hiểu cách viết CV cho từng ngành nghề và vị trí.Trợ giúp viết CVTham khảo lời khuyên từ các chuyên gia tuyển dụng của CakeResume.- Kho tài nguyênCẩm nang ứng viênThế giới công sởVề đối tácCẩm nang doanh nghiệpVề CakeResumeBài viết nổi bật
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4-6 năm
6-10 năm
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Hơn 15 năm
Supervisor @PT Adhya Mira Pasifik2022 ~ Hiện tại
・
Supervisor/Pengawas
Trong vòng một tháng
mengoperasikan program keuangan seperti Accurate dan software penunjang lainnya seperti Microsoft Office (Excel Advance), Outlook, Ms Team. Mengolah data menggunakan software seperti SQL, Tableau, Power BI, Basic Phyton. Menguasai basic design graphic untuk editing demi kebutuhan konten sosial media, seperti Photoshop dan Canva. Serta sedikit menguasai AI (Artificial Intelligence) tools sebagai penunjang pekerjaan. Finance Staff • PT Swadana Inservtama OktoberApril 2022 | Jakarta Barat Mengolah data konsumen agar dapat di proses untuk penagihan dan laporan keuangan perusahaan. Melakukan pencatatan penagihan dan piutang external (AP – AR). Memproses lebih lanjut data serta pembayaran untuk keperluan Asuransi. Melakukan
Đã có việc làm
・
Sẵn sàng phỏng vấn
Full-time / Quan tâm đến làm việc từ xa
4-6 năm
Universitas Tarumanagara
・
Industrial Engineering
Past
Head Product Operation Manager - GAMES, Southeast Asia @OPPO Indonesia2021 ~ Hiện tại
・
Project Manager, Product Operations, Product Support, Program Manager
Trong vòng một tháng
Thất nghiệp
・
Sẵn sàng phỏng vấn
Full-time / Quan tâm đến làm việc từ xa
6-10 năm
BINUS University
・
Computer SciencePast
Freelance @j172.tw2024 ~ Hiện tại
・
Project Manager、PM、專案經理、UX、網站企劃、產品企劃
Trong vòng một tháng
Thất nghiệp
・
Sẵn sàng phỏng vấn
Full-time / Quan tâm đến làm việc từ xa
10-15 năm
Shih Hsin University
・
Depatment of Information Mangement，Group of Information Technology
Software Engineer @Amazon Web Services (AWS)2023 ~ Hiện tại
・
資深前端工程師、資深後端工程師、全端工程師
Trong vòng một tháng
and entrepreneurship competition during the school year is "Cloud Internet of Things and Identity Recognition", which requires the use of Microsoft RMS system, C#, fingerprint identification, AES encryption, and Word watermarking. The competition won the bronze medal. During the semester, I took a case, the theme is artificial intelligence and chat robots, which requires the use of website front-end, back-end development, database design, AI semantic analysis, android, Ios development, and the completion time is about 6 months. With more than 3 years of experience in receiving cases, the one-stop service in the past
Đã có việc làm
・
Sẵn sàng phỏng vấn
Full-time / Quan tâm đến làm việc từ xa
4-6 năm
Tamkang University
・
資訊工程學系
Senior Software Engineer @CPC Corporation, Taiwan2018 ~ Hiện tại
・
Sr. Software Engineer, Project Manager
Trong vòng hai tháng
I prioritize maintainable code, leading to extensive refactoring during my tenure. I find satisfaction when functionalities I develop benefit users, hence my earnest discussions with users about their usage scenarios honed through extensive interpersonal experiences during my military service. In the future, I aspire to deepen my expertise in software development while branching into DevOps and artificial intelligence fields, approaching this with an open-minded attitude. I hope for the opportunity to collaborate with your team and contribute unique value to the company! Best regards, Chang, Chung-Ho Work Experience 07/Present Se...
Đã có việc làm
・
Sẵn sàng phỏng vấn
Full-time / Quan tâm đến làm việc từ xa
6-10 năm
San Diego State University
平面設計師 @橘焱胡同國際股份有限公司2023 ~ Hiện tại
・
平面設計／視覺設計
Trong vòng hai tháng
store card/menu/DM/other promotional materials) - Design of store decoration products (signboards/paintings/door curtains/guidance signs) - Matters assigned by supervisor I currently work for a restaurant group and am responsible for all brand design items. I am also very interested in artificial intelligence, fashion, and the pet industry. 嗨，我是勞倫。 現職為平面設計師。 大學畢業後，曾任職6~7年的全端工程師(包含dba)，之後轉職為平面設計
Đã có việc làm
・
Sẵn sàng phỏng vấn
Part-time / Quan tâm đến làm việc từ xa
6-10 năm
Ching-Yun University
・
資訊管理學系
AI Engineer/系統開發工程師 @中信金控_台灣人壽保險股份有限公司2022 ~ Hiện tại
・
AI Engineer
Trong vòng một tháng
— GISH G SUMMARY Aiming to be a data scientist unicorn who excels at applied machine learning in a business/finance-related field. DevOps Engineer(Python) for Automatic Claim Processor (ACP) - OCR System (Hospital Diagnosis/Receipt). Applying tree-based algorithms to model Credit Scoring predictions in the finance industry. Achieving Hyperautomation through AI and RPA, which uses a special set of tools to automate tasks. Working Experience NovNow Artificial Intelligence Engineer @ CTBC Taiwan Life Insurance AI Team DevOps Engineer(Python) for Automatic Claim Processor (ACP) - OCR System (Hospital Diagnosis/Receipt) 1.
Đã có việc làm
・
Sẵn sàng phỏng vấn
Full-time / Quan tâm đến làm việc từ xa
4-6 năm
國立台灣大學 National Taiwan University
・
Business Administration
Past
security @誠品2020 ~ Hiện tại
・
Business Development Manager
Trong vòng một tháng
economy保持國民經濟發展的良好勢頭 maintain a good momentum of growth in the national economy報國計劃的實施 implementation of Dedicator's Project國際人工智慧與法律學會（International Association for Artificial Intelligence and Law, IAAIL）機械学習技術“Machine（機械）”“Human（人）”“Humachine”AI（Artificial Intelligence：人工知能）AIIoT先進ICT活用宏觀經濟穩定(Macroeconomic stability)健康及教育(Health and primary education)奈米生
Thất nghiệp
・
Sẵn sàng phỏng vấn
Full-time / Quan tâm đến làm việc từ xa
6-10 năm
政治大學
・
智慧財產&科技管理Director of Integrated Marketing Center @財團法人人工智慧科技基金會2023 ~ Hiện tại
・
PM/產品經理/專案管理
Trong vòng một tháng
Đã có việc làm
・
Bật trạng thái tìm việc
Full-time / Quan tâm đến làm việc từ xa
10-15 năm
Shih Chien University
・
企業管理系
Data Analyst & IoT Software Developer @FARAZ ERTEBAT2021 ~ Hiện tại
・
Computer Vision / Deep Learning
Trong vòng một tháng
Computer Vision | Object Detection | Face Recognition | TensorFlow | PyTorch | Django | C# | WCF | Micro-Services | MicroControllers | Arduino | IoT Work Experience Data Analyst & IoT Software Developer • FARAZ ERTEBAT AugustPresent - Software Developer using C++ and Python - Working with Qt - Including projects such as: • Development of 3G, 4G, and 5G mobile core • Artificial intelligence-based detection of toxins or healthiness of fish aquariums • Cargo vehicle tracking and IoT-based navigation technologies. Phd Student Lecturer • University of Qom SeptemberJulyPhD Student 2. Thesis Title: ""Control the accuracy reduction rate due to the increase in the number of classes in face recognition" 3
Đã có việc làm
・
Bật trạng thái tìm việc
Full-time / Quan tâm đến làm việc từ xa
4-6 năm
University of Qom
・
Information Technology | Face RecognitionKế hoạch tuyển dụng đơn giản và hiệu quả nhất
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Professional Background
Tình trạng hiện tại
Đã có việc làm
Tiến trình tìm việc
Professions
Full Stack Development, Data Scientist, Research / R&D
Fields of Employment
Big Data, Trí tuệ nhân tạo/ Máy học, Phần mềm
Kinh nghiệm làm việc
2-4 năm
Management
I've had experience in managing 1-5 nhân viên
Kỹ năng
Ngôn ngữ
Chinese
・
Bản địa hoặc song ngữ
English
・
Trung cấp
Job search preferences
Vị trí
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
Loại hình công việc
Full-time
Địa điểm
Tainan, Taiwan
Làm việc từ xa
Quan tâm đến làm việc từ xa
Freelance
Đúng, tôi là một freelancer nghiệp dư.
Học vấn
Trường học
國立臺南大學
Chuyên ngành
資訊工程
蔡易霖丨Tsai, Yi-Lin
現職台灣人工智慧學校 AI 工程師，帶領超過二十個業界專案經驗，其領域包含智慧製造、醫療、交通、服務等。喜歡研究技術，也有經營 Blog 分享實作教學，以及參與技術聚會。除此之外我還是個網頁全端工程師，休閒之餘會寫個 Side Project 磨練技術。喜歡以資訊科技的角度探索世界，生活中到處與程式、科技息息相關。
國立臺南大學資訊工程學系碩士畢業，研究領域包括機器人智慧型代理人、模糊專家系統與機器學習、腦機介面與情緒評估、注意力機制。熱衷實作與系統開發，擅於網頁前後端並整合機器學習。曾參與多項科技部AI產學計畫與競賽，並於WCCI-IEEE 2020機器學習應用國際競賽團隊榮獲第一名。
AI Engineer、Full Stack Developer
Tainan，TW
[email protected]
技能
Programming
- Good:
- Python
- Java
- C
- JavaScript
- CSS3
- HTML5
- MySQL
- NoSQL
- Basic
- PHP
- C#
Version Control
- Git
- GitHub
- GitLab
- Bitbucket
Framework
- Artificial Intelligence:
- Scikit-learn
- TensorFlow
- PyTorch
- Front end:
- React.js
- Vanilla.js
- Bootstrap
- Back end:
- Node.js
- Socket.io
- MQTT
- Flask
- Edge Device:
- Android (Java)
- Arduino (C)
DevOps
- Circle CI
- Travis CI
- Coveralls
- Codecov
- Docker
Certificate
-
發照日｜證照字號｜專業證照或檢定證書名稱
- 2015/01/20 F170-4529 Microsoft Exam 70-483: Programming in C#
- 2015/06/13 232150600005990 TQC+ 程式語言 (C)
- 2015/06/17 F474-5458 Microsoft Technology Associate: HTML5 Application Development Fundamentals
- 2016/08/11 247449524OCPJSE6P Oracle Certified Professional, Java SE 6 Programmer
Industry Projects
- 光電業
- FAB 機台環境濕度控制 (檢驗與測量預測)
- 液晶面板 RGB 覆蓋率預測 (檢驗與測量預測)
- 抽水馬達健康檢測 (預測性維護)
- 運輸業
- 大眾運輸系統乘客安全預警 (行為偵測)
- 列車車廂振動評估 (預測性維護)
- 醫療業
- 處方簽藥品排斥偵測 (自然語言處理)
- 醫藥健康英文資料自動翻譯 (自然語言處理)
- 製造業
- 焚化爐控制最適化 (設備參數最佳組合)
- 鍋爐燃燒效率最佳化 (設備參數最佳組合)
- 設備劣化預警分析 (設備異常預測)
- 膠粒粒徑辨識與統計 (瑕疵檢測與統計)
- DPC 產品中 PS 含量預測 (檢驗與測量預測)
- 以人工智慧優化蒸餾塔效能 (檢驗與測量預測)
- 無塵室作業SOP檢測 (動作偵測)
- 其他
- PISA學生學習評量分析 (學生能力分析)
- 煙霧,火焰智能偵測 (環境偵測)
- 腳踏車行駛安全偵測 (行為預測)
- 鳥類聲紋辨識 (信號處理)
- 房價預測 (價格預測)
- 電商推薦系統 (推薦系統)
學歷
國立臺南大學, 碩士學位, 資訊工程所, 2018 ~ 2020
人工智慧: 智慧型代理人 / 知識本體應用 / 模糊理論及應用 / 機器學習 / Fuzzy Markup Language
人機共同學習: 試題反應理論 / 適性評量 / 智慧機器人應用
📑 碩士論文 - 基於區域學習之AI-FML代理人於機器人實務應用
碩士論文提出AI-FML代理人應用至圍棋勝率預測及腦波情緒分析於音樂欣賞。在圍棋勝率預測實務應用方面，我們將區域學習(Patch Learning)機制嵌入至AI-FML代理人，使圍棋機器人具有感知智慧、認知智慧和計算智慧，以訓練圍棋勝率預測模型。 在腦波情緒分析於音樂欣賞實務應用方面，我們希望藉由分析腦波資訊找出腦波訊號和情緒之間的關聯性。透過機器人腦波人機介面(Brain Computer Interface, BCI)代理人分析腦波帽所收集的腦波圖(Electroencephalography, EEG)訊號，並將其轉換為五個生理指標，並藉由模糊推論機制來評估受試者的情緒。
📝 科技部計畫(研究生助理)-智慧機器人與人類共同合作學習於教育學習應用, 2018/08/01 ~ 2020/07/31
計畫主持人國立臺南大學李健興教授執行為期三年科技部計畫，提出一套智慧機器人與人類共同合作學習模式及人工智慧(AI)軟體系統，可實際融入於未來教育學習應用。實際情境應用研發及案例實作，並將邀請高雄市教育局及台南市教育局所屬學校師生實際導入智慧機器人共同學習。
💡 共同發明專利
- 情緒評估方法 專利證號：I699186 李健興/蔡易霖/王美慧/柯立偉 國立臺南大學 2020/07/21-2039/08/01
🏆 2019-03-30 FML智慧決策工具-AI知識應用暨系統實作邀請賽 大專院校組【佳作】
🏆 2019-03-30 FML智慧決策工具-AI知識應用暨系統實作邀請賽 【尚承科技特別獎】
🏆 2019-06-04 FML-based Machine Learning Competition@ IEEE CEC (Wellington, New Zealand) 團隊第二名
🏆 2019-06-18 FML-based Machine Learning Competition@ IEEE FUZZ (New Orleans, USA) 團隊第二名
🏆 2020-07-24 FML-based Machine Learning Competition@ IEEE WCCI (Glasgow, United Kingdom) 團隊第一名
🌎 2018-10-06~2018-10-10 參加 IEEE SMC 會議 @Miyazaki, Japan
🌎 2018-11-20~2018-11-24 國外移地研究 @TMU, Tokyo, Japan
🌎 2019-01-15~2019-01-19 國外移地研究 @TMU, Tokyo, Japan
🌎 2019-06-23~2019-06-30 參加 IEEE FUZZ 會議 @New Orleans, USA
🌎 2019-08-23~2019-08-26 國外移地研究 @TMU, Tokyo, Japan
長榮大學, 學士學位, 資訊工程學系, 2014 ~ 2018
💡 勞動力發展署就業學程計畫兼職助理, 2016/07/01 ~ 2017/06/30
💡 大專生科技部計畫-互動式語音助理之開發實作, 2017/07/01 ~ 2018/02/28
互動式語音助理是一款結合語音聲控、即時氣候資料的互動式系統，這款裝置可以讓使用者用最直接說話的方式，來進行資料的查詢，若是行車中使用，可以省去螢幕點選、輸入等手打動作，藉此減少駕駛者分心的機會。此外我們結合了政府公開資料，能夠即時的接收最新的環境資訊，並且使用具有物聯網功能的開發板，搭配Google語音辨識，能夠有效的分析語句並做出精準的答覆。
📝 【程式設計 I】教學助理 104 學年度第 1 學期
📝 【程式設計 II】教學助理 104 學年度第 2 學期
📝 【物件導向程式設計 I】教學助理 105 學年度第 1 學期
📝 【計算機概論 I】教學助理 105 學年度第 1 學期
📝 【計算機概論 II】教學助理 105 學年度第 2 學期
👨🏼🎓 【班級班代】 105 學年度第 2 學期
👨🏼🎓 【班級班代】 106 學年度第 1 學期
👦🏼 【長榮教育部資訊志工總召職位】 105、106 學年度
🎉 105學年度教育部資訊志工-榮獲優秀資訊志工
🎉 106學年度教育部資訊志工-榮獲卓越志工
🏆 2016-05-12 長榮大學校內程式競賽【佳作】
🏆 2016-10-20 2016 ACM-ICPC 入選為 ACM ICPC 亞洲區參賽【推薦名額】
🏆 2017-05-13 長榮大學校內程式競賽【第二名】
🏆 2017-05-16 第六屆全國大專 ITSA 盃程式設計桂冠挑戰大賽第五名【佳作】
🏆 2017-05-18 長榮大學資工系專案實作【第一名】
🏆 2017-06-09 長榮大學數位創作競賽數位應用組【第一名】
🏆 2017-06-10 嘉義黑蚵松-地方開放資料戰(資料視覺化組)【第二名】
🏆 2017-07-16 嘉義黑蚵松-地方開放資料黑客松(環境污染組)【第三名】
🏆 2017-08-06 亞洲跨國黑客松台灣選拔賽【台灣研發獎勵獎】
🏆 2018-06-01 中華民國斐陶斐榮譽學會(長榮大學分會)【榮譽會員】
🏆 2018-06-09 長榮大學資訊工程學系畢業生【智育獎】
著作
Google Scholar Profile
📑 期刊論文
- C. S. Lee, Y. L. Tsai, M. H. Wang, S. H. Huang, M. Reformat, and N. Kubota, "Adaptive fuzzy neural agent for human and machine co-learning," International Journal of Fuzzy Systems, 2021. (DOI: 10.1007/s40815-021-01188-6)
- C. S. Lee, M. H. Wang, W. K. Kuan, S. H. Huang, Y. L. Tsai, Z. H. Ciou, C. K. Yang, and N. Kubota, "BCI-based hit-loop agent for human and AI robot co-learning with AIoT application," Journal of Ambient Intelligence and Humanized Computing, 2021. (DOI: 10.1007/s12652-021-03487-0)
- C. S. Lee, M. H. Wang, Y. L. Tsai, W. S. Chang, M. Reformat, G. Acampora, and N. Kubota," FML-based reinforcement learning agent with fuzzy ontology for human-robot cooperative edutainment," International Journal of Uncertainty, Fuzziness and Knowledge-Based Systems, vol. 28, no. 6, pp. 1023-1060, 2020.
- C. S. Lee, M. H. Wang, Y. L. Tsai, L. W. Ko, B. Y. Tsai, P. H. Hung, L. A. Lin, and N. Kubota,"Intelligent agent for real-world applications on robotic edutainment and humanized co-learning," Journal of Ambient Intelligence and Humanized Computing, 2019. (DOI: 10.1007/s12652-019-01454-4)
📑 國際會議論文
- C. S. Lee, Y. L. Tsai, M. H. Wang, and N. Kubota," AI-FML agent with patch learning mechanism for robotic game of Go application," 2020 IEEE International Conference on Systems, Man, and Cybernetics (IEEE SMC 2020), Toronto, Canada, Oct. 11-14, 2020.
- C. S. Lee, Y. L. Tsai, M. H. Wang, W. K. Kuan, Z. H. Ciou, and N. Kubota, " AI-FML agent for robotic game of Go and AIoT real-world co-learning applications," 2020 World Congress on Computational Intelligence (IEEE WCCI 2020), Glasgow, Scotland, UK, Jul. 19-24, 2020.
- C. S. Lee, M. H. Wang, W. K. Kuan, Z. H. Ciou, Y. L. Tsai, W. S. Chang, L. C. Li, N. Kubota, T. X. Huang, E. Sato-Shimokawara, and T. Yamaguchi, " A study on AI-FML robotic agent for student learning behavior ontology construction," 2020 International Symposium on Community-centric Systems (CcS 2020), Tokyo, Japan, Sept. 23-26, 2020.
- C. S. Lee, Y. L. Tsai, M. H. Wang, H. Sekino, T. X. Huang, W. F. Hsieh, E. Sato-Shimokawara, and T. Yamaguchi, "FML-based machine learning tool for human emotional agent with BCI on music application," 2019 International Conference on Technologies and Applications of Artificial Intelligence (TAAI 2019), Kaohsiung, Taiwan, Nov. 21-23, 2019.
- C. S. Lee, M. H. Wang, Y. L. Tsai, R. P. Chang, L. C. Li, N. Takese, S. Yamamoto, and N. Kubota, "FML-based intelligent agent for robotic e-learning and entertainment application," 2019 International Conference on Technologies and Applications of Artificial Intelligence (TAAI 2019), Kaohsiung, Taiwan, Nov. 21-23, 2019.
工作經歷
Delta Electronics, Inc. Senior AI Software Engineer, Aug 2022 ~ Now
Data Analysis、Machine Learning
- 工業自動化
- 預測性維護
- 軟硬整合/嵌入式系統
- AutoML 平台
Taiwan AI Academy,
AI Engineer, Sep 2019 ~ Jul 2022
Data Analysis、Machine Learning、Deep
Learning、CNN、GAN、RNN、物件偵測、智慧製造
- 技術實作 AI 專班課程 TA
- 經理人產業 AI 專班案例演講
- 場域專案 & 業界專題帶領(20+)
- 瑕疵檢測、生產排程、供應鏈管理、製程參數優化、智慧醫療...等
- 人工智慧小聚演講
- 物件偵測專班
- 智慧製造專班
Quapni Outdoor, Back End Engineer, Sep 2017 ~ May 2018
- 大四企業實習
- 建置公司庫存系統 API
- MySQL 資料庫的建立與設計
- Google Cloud Platform 雲端服務的架設
- 綠界金流的串接
- 網域 DNS 管理
https://ithelp.ithome.com.tw/users/20107247/ironman/1312
https://andy6804tw.gitbooks.io/restful-api/content/
成就
- 2020/04~2020/06 網頁外包, 震泰自動化科技股份有限公司網頁前端
- 2020/10~2022/01 康廸薾戶外, Android 人工智慧魚尺辨識開發
- Android APP 影像辨識開發
- TensorFlow & TFLite
- 2021/01~Now Cupoy AI 業界專家群
- 技術演講、機器學習百日馬拉松
演講
- 2019/10/18 台灣人工智慧小聚@台南 傳統AI遇見現代AI
- 2020/01/16 台灣人工智慧小聚@台南 動手做一個機器學習API
- 2020/03/20 台灣人工智慧小聚@台南 免費雲端Jupyter Notebook
- 2020/12/03 高雄科技大學工業工程與管理學系演講@高雄 2020AI趨勢應用、動手玩AI(1)
- 2020/12/10 高雄科技大學工業工程與管理學系演講@高雄 認識AI、動手玩AI(2)
- 2021/02/18 台灣人工智慧小聚@台南 The Year in AI-Looking Back at 2020, and Forward to 2021
- 2021/10/25 長榮大學資工系@台南 大學四年指南
- 2021/11/02 長榮大學資工系@台南 AI專題分享
- 2021/12/07 線上工作坊@Cupoy AI 學習社群 機器學習金手指-Auto-sklearn
- 2021/12/13 長榮大學資訊暨設計學院@台南 大國競逐下的AI新方向
- 2021/12/14 線上工作坊@Cupoy AI 學習社群 自動調參神器-Optuna
- 2021/12/21 線上工作坊@Cupoy AI 學習社群 你所不知道的關於AI二三事
- 2021/12/23 台灣人工智慧小聚@線上 淺談有意識的AI-注意力機制介紹
- 2022/03/09 台灣人工智慧小聚@線上 電腦視覺中的注意力機制
- 2022/12/16 線上工作坊@Cupoy AI 學習社群 初探注意力機制與Transformers模型網路
- 2023/08/22 生成式AI創新學院@線上 提問的藝術：用AI程式輔助工具加速開發效率
- 2023/11/04 長榮大學資工系@台南 善用「生成式AI」打造個人助手
專案
網頁
APP
人工智慧
蔡易霖丨Tsai, Yi-Lin
現職台灣人工智慧學校 AI 工程師，帶領超過二十個業界專案經驗，其領域包含智慧製造、醫療、交通、服務等。喜歡研究技術，也有經營 Blog 分享實作教學，以及參與技術聚會。除此之外我還是個網頁全端工程師，休閒之餘會寫個 Side Project 磨練技術。喜歡以資訊科技的角度探索世界，生活中到處與程式、科技息息相關。
國立臺南大學資訊工程學系碩士畢業，研究領域包括機器人智慧型代理人、模糊專家系統與機器學習、腦機介面與情緒評估、注意力機制。熱衷實作與系統開發，擅於網頁前後端並整合機器學習。曾參與多項科技部AI產學計畫與競賽，並於WCCI-IEEE 2020機器學習應用國際競賽團隊榮獲第一名。
AI Engineer、Full Stack Developer
Tainan，TW
[email protected]
技能
Programming
- Good:
- Python
- Java
- C
- JavaScript
- CSS3
- HTML5
- MySQL
- NoSQL
- Basic
- PHP
- C#
Version Control
- Git
- GitHub
- GitLab
- Bitbucket
Framework
- Artificial Intelligence:
- Scikit-learn
- TensorFlow
- PyTorch
- Front end:
- React.js
- Vanilla.js
- Bootstrap
- Back end:
- Node.js
- Socket.io
- MQTT
- Flask
- Edge Device:
- Android (Java)
- Arduino (C)
DevOps
- Circle CI
- Travis CI
- Coveralls
- Codecov
- Docker
Certificate
-
發照日｜證照字號｜專業證照或檢定證書名稱
- 2015/01/20 F170-4529 Microsoft Exam 70-483: Programming in C#
- 2015/06/13 232150600005990 TQC+ 程式語言 (C)
- 2015/06/17 F474-5458 Microsoft Technology Associate: HTML5 Application Development Fundamentals
- 2016/08/11 247449524OCPJSE6P Oracle Certified Professional, Java SE 6 Programmer
Industry Projects
- 光電業
- FAB 機台環境濕度控制 (檢驗與測量預測)
- 液晶面板 RGB 覆蓋率預測 (檢驗與測量預測)
- 抽水馬達健康檢測 (預測性維護)
- 運輸業
- 大眾運輸系統乘客安全預警 (行為偵測)
- 列車車廂振動評估 (預測性維護)
- 醫療業
- 處方簽藥品排斥偵測 (自然語言處理)
- 醫藥健康英文資料自動翻譯 (自然語言處理)
- 製造業
- 焚化爐控制最適化 (設備參數最佳組合)
- 鍋爐燃燒效率最佳化 (設備參數最佳組合)
- 設備劣化預警分析 (設備異常預測)
- 膠粒粒徑辨識與統計 (瑕疵檢測與統計)
- DPC 產品中 PS 含量預測 (檢驗與測量預測)
- 以人工智慧優化蒸餾塔效能 (檢驗與測量預測)
- 無塵室作業SOP檢測 (動作偵測)
- 其他
- PISA學生學習評量分析 (學生能力分析)
- 煙霧,火焰智能偵測 (環境偵測)
- 腳踏車行駛安全偵測 (行為預測)
- 鳥類聲紋辨識 (信號處理)
- 房價預測 (價格預測)
- 電商推薦系統 (推薦系統)
學歷
國立臺南大學, 碩士學位, 資訊工程所, 2018 ~ 2020
人工智慧: 智慧型代理人 / 知識本體應用 / 模糊理論及應用 / 機器學習 / Fuzzy Markup Language
人機共同學習: 試題反應理論 / 適性評量 / 智慧機器人應用
📑 碩士論文 - 基於區域學習之AI-FML代理人於機器人實務應用
碩士論文提出AI-FML代理人應用至圍棋勝率預測及腦波情緒分析於音樂欣賞。在圍棋勝率預測實務應用方面，我們將區域學習(Patch Learning)機制嵌入至AI-FML代理人，使圍棋機器人具有感知智慧、認知智慧和計算智慧，以訓練圍棋勝率預測模型。 在腦波情緒分析於音樂欣賞實務應用方面，我們希望藉由分析腦波資訊找出腦波訊號和情緒之間的關聯性。透過機器人腦波人機介面(Brain Computer Interface, BCI)代理人分析腦波帽所收集的腦波圖(Electroencephalography, EEG)訊號，並將其轉換為五個生理指標，並藉由模糊推論機制來評估受試者的情緒。
📝 科技部計畫(研究生助理)-智慧機器人與人類共同合作學習於教育學習應用, 2018/08/01 ~ 2020/07/31
計畫主持人國立臺南大學李健興教授執行為期三年科技部計畫，提出一套智慧機器人與人類共同合作學習模式及人工智慧(AI)軟體系統，可實際融入於未來教育學習應用。實際情境應用研發及案例實作，並將邀請高雄市教育局及台南市教育局所屬學校師生實際導入智慧機器人共同學習。
💡 共同發明專利
- 情緒評估方法 專利證號：I699186 李健興/蔡易霖/王美慧/柯立偉 國立臺南大學 2020/07/21-2039/08/01
🏆 2019-03-30 FML智慧決策工具-AI知識應用暨系統實作邀請賽 大專院校組【佳作】
🏆 2019-03-30 FML智慧決策工具-AI知識應用暨系統實作邀請賽 【尚承科技特別獎】
🏆 2019-06-04 FML-based Machine Learning Competition@ IEEE CEC (Wellington, New Zealand) 團隊第二名
🏆 2019-06-18 FML-based Machine Learning Competition@ IEEE FUZZ (New Orleans, USA) 團隊第二名
🏆 2020-07-24 FML-based Machine Learning Competition@ IEEE WCCI (Glasgow, United Kingdom) 團隊第一名
🌎 2018-10-06~2018-10-10 參加 IEEE SMC 會議 @Miyazaki, Japan
🌎 2018-11-20~2018-11-24 國外移地研究 @TMU, Tokyo, Japan
🌎 2019-01-15~2019-01-19 國外移地研究 @TMU, Tokyo, Japan
🌎 2019-06-23~2019-06-30 參加 IEEE FUZZ 會議 @New Orleans, USA
🌎 2019-08-23~2019-08-26 國外移地研究 @TMU, Tokyo, Japan
長榮大學, 學士學位, 資訊工程學系, 2014 ~ 2018
💡 勞動力發展署就業學程計畫兼職助理, 2016/07/01 ~ 2017/06/30
💡 大專生科技部計畫-互動式語音助理之開發實作, 2017/07/01 ~ 2018/02/28
互動式語音助理是一款結合語音聲控、即時氣候資料的互動式系統，這款裝置可以讓使用者用最直接說話的方式，來進行資料的查詢，若是行車中使用，可以省去螢幕點選、輸入等手打動作，藉此減少駕駛者分心的機會。此外我們結合了政府公開資料，能夠即時的接收最新的環境資訊，並且使用具有物聯網功能的開發板，搭配Google語音辨識，能夠有效的分析語句並做出精準的答覆。
📝 【程式設計 I】教學助理 104 學年度第 1 學期
📝 【程式設計 II】教學助理 104 學年度第 2 學期
📝 【物件導向程式設計 I】教學助理 105 學年度第 1 學期
📝 【計算機概論 I】教學助理 105 學年度第 1 學期
📝 【計算機概論 II】教學助理 105 學年度第 2 學期
👨🏼🎓 【班級班代】 105 學年度第 2 學期
👨🏼🎓 【班級班代】 106 學年度第 1 學期
👦🏼 【長榮教育部資訊志工總召職位】 105、106 學年度
🎉 105學年度教育部資訊志工-榮獲優秀資訊志工
🎉 106學年度教育部資訊志工-榮獲卓越志工
🏆 2016-05-12 長榮大學校內程式競賽【佳作】
🏆 2016-10-20 2016 ACM-ICPC 入選為 ACM ICPC 亞洲區參賽【推薦名額】
🏆 2017-05-13 長榮大學校內程式競賽【第二名】
🏆 2017-05-16 第六屆全國大專 ITSA 盃程式設計桂冠挑戰大賽第五名【佳作】
🏆 2017-05-18 長榮大學資工系專案實作【第一名】
🏆 2017-06-09 長榮大學數位創作競賽數位應用組【第一名】
🏆 2017-06-10 嘉義黑蚵松-地方開放資料戰(資料視覺化組)【第二名】
🏆 2017-07-16 嘉義黑蚵松-地方開放資料黑客松(環境污染組)【第三名】
🏆 2017-08-06 亞洲跨國黑客松台灣選拔賽【台灣研發獎勵獎】
🏆 2018-06-01 中華民國斐陶斐榮譽學會(長榮大學分會)【榮譽會員】
🏆 2018-06-09 長榮大學資訊工程學系畢業生【智育獎】
著作
Google Scholar Profile
📑 期刊論文
- C. S. Lee, Y. L. Tsai, M. H. Wang, S. H. Huang, M. Reformat, and N. Kubota, "Adaptive fuzzy neural agent for human and machine co-learning," International Journal of Fuzzy Systems, 2021. (DOI: 10.1007/s40815-021-01188-6)
- C. S. Lee, M. H. Wang, W. K. Kuan, S. H. Huang, Y. L. Tsai, Z. H. Ciou, C. K. Yang, and N. Kubota, "BCI-based hit-loop agent for human and AI robot co-learning with AIoT application," Journal of Ambient Intelligence and Humanized Computing, 2021. (DOI: 10.1007/s12652-021-03487-0)
- C. S. Lee, M. H. Wang, Y. L. Tsai, W. S. Chang, M. Reformat, G. Acampora, and N. Kubota," FML-based reinforcement learning agent with fuzzy ontology for human-robot cooperative edutainment," International Journal of Uncertainty, Fuzziness and Knowledge-Based Systems, vol. 28, no. 6, pp. 1023-1060, 2020.
- C. S. Lee, M. H. Wang, Y. L. Tsai, L. W. Ko, B. Y. Tsai, P. H. Hung, L. A. Lin, and N. Kubota,"Intelligent agent for real-world applications on robotic edutainment and humanized co-learning," Journal of Ambient Intelligence and Humanized Computing, 2019. (DOI: 10.1007/s12652-019-01454-4)
📑 國際會議論文
- C. S. Lee, Y. L. Tsai, M. H. Wang, and N. Kubota," AI-FML agent with patch learning mechanism for robotic game of Go application," 2020 IEEE International Conference on Systems, Man, and Cybernetics (IEEE SMC 2020), Toronto, Canada, Oct. 11-14, 2020.
- C. S. Lee, Y. L. Tsai, M. H. Wang, W. K. Kuan, Z. H. Ciou, and N. Kubota, " AI-FML agent for robotic game of Go and AIoT real-world co-learning applications," 2020 World Congress on Computational Intelligence (IEEE WCCI 2020), Glasgow, Scotland, UK, Jul. 19-24, 2020.
- C. S. Lee, M. H. Wang, W. K. Kuan, Z. H. Ciou, Y. L. Tsai, W. S. Chang, L. C. Li, N. Kubota, T. X. Huang, E. Sato-Shimokawara, and T. Yamaguchi, " A study on AI-FML robotic agent for student learning behavior ontology construction," 2020 International Symposium on Community-centric Systems (CcS 2020), Tokyo, Japan, Sept. 23-26, 2020.
- C. S. Lee, Y. L. Tsai, M. H. Wang, H. Sekino, T. X. Huang, W. F. Hsieh, E. Sato-Shimokawara, and T. Yamaguchi, "FML-based machine learning tool for human emotional agent with BCI on music application," 2019 International Conference on Technologies and Applications of Artificial Intelligence (TAAI 2019), Kaohsiung, Taiwan, Nov. 21-23, 2019.
- C. S. Lee, M. H. Wang, Y. L. Tsai, R. P. Chang, L. C. Li, N. Takese, S. Yamamoto, and N. Kubota, "FML-based intelligent agent for robotic e-learning and entertainment application," 2019 International Conference on Technologies and Applications of Artificial Intelligence (TAAI 2019), Kaohsiung, Taiwan, Nov. 21-23, 2019.
工作經歷
Delta Electronics, Inc. Senior AI Software Engineer, Aug 2022 ~ Now
Data Analysis、Machine Learning
- 工業自動化
- 預測性維護
- 軟硬整合/嵌入式系統
- AutoML 平台
Taiwan AI Academy,
AI Engineer, Sep 2019 ~ Jul 2022
Data Analysis、Machine Learning、Deep
Learning、CNN、GAN、RNN、物件偵測、智慧製造
- 技術實作 AI 專班課程 TA
- 經理人產業 AI 專班案例演講
- 場域專案 & 業界專題帶領(20+)
- 瑕疵檢測、生產排程、供應鏈管理、製程參數優化、智慧醫療...等
- 人工智慧小聚演講
- 物件偵測專班
- 智慧製造專班
Quapni Outdoor, Back End Engineer, Sep 2017 ~ May 2018
- 大四企業實習
- 建置公司庫存系統 API
- MySQL 資料庫的建立與設計
- Google Cloud Platform 雲端服務的架設
- 綠界金流的串接
- 網域 DNS 管理
https://ithelp.ithome.com.tw/users/20107247/ironman/1312
https://andy6804tw.gitbooks.io/restful-api/content/
成就
- 2020/04~2020/06 網頁外包, 震泰自動化科技股份有限公司網頁前端
- 2020/10~2022/01 康廸薾戶外, Android 人工智慧魚尺辨識開發
- Android APP 影像辨識開發
- TensorFlow & TFLite
- 2021/01~Now Cupoy AI 業界專家群
- 技術演講、機器學習百日馬拉松
演講
- 2019/10/18 台灣人工智慧小聚@台南 傳統AI遇見現代AI
- 2020/01/16 台灣人工智慧小聚@台南 動手做一個機器學習API
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