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AI Engineer @TSMC 台積電
2022 ~ Present
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
machine learning
Linux
Employed
Full-time / Interested in working remotely
4-6 years
國立臺灣大學
機械工程研究所
Avatar of 吳冠霆.
Avatar of 吳冠霆.
Software Engineer @AMIS 帳聯網路科技股份有限公司
2021 ~ Present
前端工程師 Front-End Developer
Within six months
flow Strengths Problem Solving Communicative Fast Learning Responsibility Detail Oriented Flexible Creative Know how Other related Experienced with API Platforms like Postman to test and communicate with others Experience in using Eslint and prettier for nice coding quality Language Speaks Mandarin and English Mandarine: native tongue English: fluent on communication TOEIC Golden Certificate GRE 323 TOEFL 104 Education NCCU - Computer Science ,Attended a Kaggle IR Competition, using TFIDF with Porter Stemming to get a result of Top 50% Created an broadcasting Android app "The cheif has something to say", which uses Parse Platform as our cloud audio database. User
HTML/CSS
JavaScript
JavaScript / ES6 / jQuery
Employed
Full-time / Interested in working remotely
4-6 years
NCCU
Computer Science
Avatar of Yun Peng.
語言教師 Language Teacher
More than one year
益及托福課程。  Taichung City, TW  Mobile/LINE ID: [email protected] 專業證照 TEFL 120小時英文教學證照 托福TOEFL iBT Total: 105/120 (R:26 L:25 S:26 W:28) 多益TOEIC Golden Certificate of TOEIC(975/990) Writing: 190/200 ; Speaking: 160/200 教學能力指標 求學期間皆以應用英語系為主要研讀領域,擁有將近8年的英文教
Word
PowerPoint
Google Drive
Employed
Part-time / Interested in working remotely
6-10 years
國立勤益科技大學
公關、語言
Avatar of 王苑如.
Avatar of 王苑如.
信用審核員 @花旗銀行
2015 ~ 2015
Within one month
experience as a Commence coordinator and create new business projects at least US$1 million every year. Other experiences include government project researcher, financial and economic researcher, credit analyst, and Econometrics lab instructor. Mobile:; E-Mail: [email protected] New Taipei City, TW Official Certifications Google Analytics TOEIC Golden Certificate (Score: 940) Technical Skills Financial Statistics/Big Data Financial statements and ratios Macroeconomics R , Python, Big Data analysis T-test, Regression, K-means, ANOVA Five statistical-related graduate courses (inc. time series) Database/Cloud Excel (VBA, pivot) SQL Tableau Desktop & Server Power BI Google
Python
R
Google Analytics
4-6 years
University of Victoria (加拿大卑詩省省立大學)
經濟學(碩士)
Avatar of 林韋安.
Avatar of 林韋安.
Past
Operations Consultant & Process Coordinator @ Mercedes-Benz
2018 ~ 2021
顧問
More than one year
Eric Lin A product development professional with 4 years' experience in sales, marketing and service across Automotive, High Tech and Consumer Goods industries. Passionate about engaging customers and fulfilling requirement by holding sales and marketing events and developing product and service improvement strategies. Currently seeking consulting and strategy planning positions to help businesses solve complex challenges. linkedin.com/in/[email protected] Work Experience Operations Consultant & Process Coordinator • Mercedes-Benz DecFebPlanned and executed strategy • Assessed the workshop capacity and provided Management strategy to Operational Manager • Optimized repair process and developed efficient
TOEIC Golden Certificate
Unemployed
Full-time / Interested in working remotely
4-6 years
National Taiwan University
Mechanical Engineering
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Data Analyst @ASIA PACIFIC TELECOM CO., LTD. - TAIWAN
2016 ~ 2018
PM
More than one year
word
excel
english
Full-time / Interested in working remotely
6-10 years
BEIJING TSINGHUA UNIVERSITY
Masters in Management
Avatar of Gigi.
marketing, sales, PM
Within two months
等 美國代理商管理 - Symmetry Electronics, Future Electronics, NuVision 產品方案簡報並展示推廣 合約協議範疇 - NDA保密協議, procurement agreement採購協議, rebate agreement策略折價協議, export certificate出口認證..等 HP Inc 惠普股份有限公司 Program Manager 專案經理 2011年9月-2015年9月 HP Inc.為全球前兩大的印表機及個人系統
International Sales & Marketing
TOEIC Golden Certificate
Microsoft Office
Full-time / Interested in working remotely
10-15 years
暨南大學國際企業學系碩士班
marketing, sales, project management
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Avatar of the user.
Product Manager @Appier
2023 ~ Present
Product manager
Within three months
Agile
Scrum
JIRA
Employed
Full-time / Interested in working remotely
4-6 years
國立交通大學
英文系

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Within one month
Machine Learning Engineer
Logo of TSMC 台積電.
TSMC 台積電
2022 ~ Present
Taiwan
Professional Background
Current status
Employed
Job Search Progress
Professions
Software Engineer
Fields of Employment
Artificial Intelligence / Machine Learning, Semiconductor
Work experience
4-6 years
Management
None
Skills
Python
machine learning
Linux
Web Crawling
Deep Learning
Docker
Computer Vision
Git
C++
Languages
Chinese
Native or Bilingual
English
Professional
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
台灣台北市, 台灣新北市, 台灣新竹市新竹, 台灣桃園市桃園區桃園
Remote
Interested in working remotely
Freelance
No
Educations
School
國立臺灣大學
Major
機械工程研究所
Print
Profile 00 00@2x e294063b2878e4164ba1dd904aa6b8bae6a97e19937899e4b4af853acf30de5d

鄭凱元 (Kai-Yuan Cheng)

 Machine Learning Engineer focusing on super resolution, object detection,  and face recognition.

 Strongly interested in deep learning and computer vision.

 Graduated from National Taiwan University with Master of Mechanical Engineering.


AI/ML Engineer

Date of Birth: 1991/8/25

Mobile: +886(0)919-165-221
E-mail: [email protected]

LinkedIn: www.linkedin.com/in/m06800825

PROFESSIONAL EXPERIENCE


Data Scientist (Computer Vision), TSMC, 2022/4 - Present

  • Super resolution for wafer patch enhancement
  • Computer vision algorithm development.

Machine Learning Engineer (Computer Vision), VIVOTEK, 2019/2 - 2022/4

  • Neural Network architecture design and optimization.
  • Computer vision algorithm development.
Mechanical Engineer (Vehicle Chassis), HAITEC, 2016/9 - 2018/4 
  • Design and develop steering wheel and airbag. 

SKILLS


Programming

  • Python
  • C++


Development Tools

  • PyTorch
  • OpenCV
  • Linux
  • Docker
  • Git


Domain knowledge

  • Super resolurion
  • Object detection
  • Face detection and recognition
  • Machine Learning
  • Web Crawling

EDUCATION

INSTITUTE FOR INFORMATION INDUSTRY

Data Engineering and Data Analytics Intensive Training Program (2018/6 - 2018/11)


NATIONAL TAIWAN UNIVERSITY (NTU)

Master of Mechanical Engineering (2013/9 - 2015/7)


NATIONAL TAIWAN UNIVERSITY (NTU)

Bachelor of Mechanical Engineering (2009/9 - 2013/6)


CERTIFICATES


Readings 00 00@2x ce5676dabcce042724a6fc4c3413d6a86ad9c78eecb848896433e32c60b7006b

Microsoft Professional Program: 

Data Science Certificate


Readings 00 01@2x 77cc06c91fae4dd43a069fa4b813524cd022d4a79115524d3f0d6b9220dfd71d

TOEIC Golden Certificate

(915/990)

PROJECTS


Super Resolution for wafer defect detection

  • Develop model to enhance wafer images for improving defect capture rate
  • Improve defect capture rate by 20%

Object detection in surveillance system

  • Develop models based on YoloX, Yolov4 and RetinaNet for wall mount and ceiling mount cameras.
  • Model compression and deployment on camera: (a) Reduce model size by 4x (b) Reduce inference time by 2x
Pedestrian and vehicle attribute recognition
  • Detect age, gender, accessories, and dress color of pedestrians. The valation accuracy is around 90%.
  • Detect color of vehicles. The validation accuracy is around 92%.
Face detection and recognition
  • Develop detection model based on RetinaFace
  • Face alignment by using face landmarks from face detection.
  • Develop recognition model based on ArcFace
Kaggle competition (Group Project) --- TalkingData Mobile User Demographics
  • Serve as team leader, assign tasks and manage project progress.
  • In charge of training data preparation and model architecture design.
  • Predict China mobile users' characteristics based on their app usage, location, and device properties.

SUMMARY


  • Continuously study SOTA deep learning algorithms of computer vision.
  • Design Neural Network architecture and integrate into products of the company.

Resume
Profile
Profile 00 00@2x e294063b2878e4164ba1dd904aa6b8bae6a97e19937899e4b4af853acf30de5d

鄭凱元 (Kai-Yuan Cheng)

 Machine Learning Engineer focusing on super resolution, object detection,  and face recognition.

 Strongly interested in deep learning and computer vision.

 Graduated from National Taiwan University with Master of Mechanical Engineering.


AI/ML Engineer

Date of Birth: 1991/8/25

Mobile: +886(0)919-165-221
E-mail: [email protected]

LinkedIn: www.linkedin.com/in/m06800825

PROFESSIONAL EXPERIENCE


Data Scientist (Computer Vision), TSMC, 2022/4 - Present

  • Super resolution for wafer patch enhancement
  • Computer vision algorithm development.

Machine Learning Engineer (Computer Vision), VIVOTEK, 2019/2 - 2022/4

  • Neural Network architecture design and optimization.
  • Computer vision algorithm development.
Mechanical Engineer (Vehicle Chassis), HAITEC, 2016/9 - 2018/4 
  • Design and develop steering wheel and airbag. 

SKILLS


Programming

  • Python
  • C++


Development Tools

  • PyTorch
  • OpenCV
  • Linux
  • Docker
  • Git


Domain knowledge

  • Super resolurion
  • Object detection
  • Face detection and recognition
  • Machine Learning
  • Web Crawling

EDUCATION

INSTITUTE FOR INFORMATION INDUSTRY

Data Engineering and Data Analytics Intensive Training Program (2018/6 - 2018/11)


NATIONAL TAIWAN UNIVERSITY (NTU)

Master of Mechanical Engineering (2013/9 - 2015/7)


NATIONAL TAIWAN UNIVERSITY (NTU)

Bachelor of Mechanical Engineering (2009/9 - 2013/6)


CERTIFICATES


Readings 00 00@2x ce5676dabcce042724a6fc4c3413d6a86ad9c78eecb848896433e32c60b7006b

Microsoft Professional Program: 

Data Science Certificate


Readings 00 01@2x 77cc06c91fae4dd43a069fa4b813524cd022d4a79115524d3f0d6b9220dfd71d

TOEIC Golden Certificate

(915/990)

PROJECTS


Super Resolution for wafer defect detection

  • Develop model to enhance wafer images for improving defect capture rate
  • Improve defect capture rate by 20%

Object detection in surveillance system

  • Develop models based on YoloX, Yolov4 and RetinaNet for wall mount and ceiling mount cameras.
  • Model compression and deployment on camera: (a) Reduce model size by 4x (b) Reduce inference time by 2x
Pedestrian and vehicle attribute recognition
  • Detect age, gender, accessories, and dress color of pedestrians. The valation accuracy is around 90%.
  • Detect color of vehicles. The validation accuracy is around 92%.
Face detection and recognition
  • Develop detection model based on RetinaFace
  • Face alignment by using face landmarks from face detection.
  • Develop recognition model based on ArcFace
Kaggle competition (Group Project) --- TalkingData Mobile User Demographics
  • Serve as team leader, assign tasks and manage project progress.
  • In charge of training data preparation and model architecture design.
  • Predict China mobile users' characteristics based on their app usage, location, and device properties.

SUMMARY


  • Continuously study SOTA deep learning algorithms of computer vision.
  • Design Neural Network architecture and integrate into products of the company.