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Taichung City, Taiwan
Avatar of 施冠宇.
Avatar of 施冠宇.
Data engineer @H2 Inc.
2021 ~ Present
AI engineer, ML engineer, data scientist
Within three months
on validation dataset. Accuracy 達到 93%, 已與醫師合作發表醫學 paper 3. Pathology案件 -建立 two stage segmentation model, stage one segmentation model 達到86% IOU, stage two segmentation model 達到 94% custom dice coefficient 學歷 清華大學 動力機械工程學系技能 Software AWS Airflow Dagster Docker Git Flask Pytorch Tensorflow DVC Languages Python SQL Bash-Shell script C/C++ Javascript Technical Skill Data Modeling Custom ETL Development Data Analysis System Resource Analysis AWS IaaS
Airflow
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Open to opportunities
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4-6 years
清華大學
動力機械工程學系
Avatar of the user.
Avatar of the user.
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
Machine Learning
Employed
Open to opportunities
Full-time / Interested in working remotely
4-6 years
National Yang Ming Chiao Tung University
Computer Science
Avatar of 林昭源 (Leo Lin).
Avatar of 林昭源 (Leo Lin).
資深經理 @緯創資通
2021 ~ Present
Technical Manager
Within three months
林昭源 (Leo Lin) 1. Two years of management experience. 2. More than 10 years of computer vision and deep learning/software architecture development experience. 3. Programming experience using python. 4. Good paper reading ability and practical ability 5. Familiar with computer vision, deep learning (CNN, Resnet, densnet, GAN), object detection (Yolo series, RCNN series), segmentation models (UNet, DensUNet). 6. Experience in semi-supervised or unsupervised learning (pesudo labeling, Voxmorph model). 7. Experience with Docker, Git, Jenkins DevOps. Education: National Taiwan University of Science and
Research
Unsupervised Learning
Computer Science
Employed
Full-time / Interested in working remotely
10-15 years
National Taiwan University of Science and Technology
Master's degree Computer Science and Information Engineering

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Taichung City, Taiwan
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Profile.jpg

Chia-Yu Tung (Joey Dong)

[email protected] • (+886) 977183535 

Hi, I'm Joey an intermediate level of algorithm engineer working on computer vision, deep learning and VR systems.  

I have worked for 3+ years in the industry of Computer Vision, VR, and AI. 

I also have 5+ years(2y academic + 3 year industrial) research experience of topics in CV, Deep Learning applications, VR systems, and UX.

I am passioned about building state of the art realtime computer vision solution in domain such as VR, AR, embedded vision and autonomous driving systems.

Please check the projects and publications section below for more detail.


Skills

pixabay-office-620817_1280-2.jpg

Computer Vision &
Machine Learning:

Language: Python 

Libraries: Pytorch, OpenCV,
XGBoost, Tensorflow, Keras.

uxdesign.jpg

Website Development :
NTHU Socail GymAII WorkShop, ECS Motherboards 

Front-end: HTML, JS, jQuery, AJAX

Back-end: PHP, SQL, PL/SQL

stock-photo-business-man-writing-data-analysis-119233999.jpg

System Software / Android App :

Language: C#, JAVA,  C++

Database: MySQL, SQLite

Others: Docker


Experience

Qualcomm: XR Engineer, Jun. 2020 - Current

Department of Multimedia R&D, XR research group: 

- Deep learning research and model development of computer vision (CV) tasks.

- Semi-supervised learning, data preprocessing and feature engineering on CV tasks.

- Hand tracking, gesture recognition model development in realtime XR system.

- Develop features for 3D reconstruction  group.

- Develop realtime Instance segmentation model on XR chipsets by 50 FPS.

- Post training model quantization to FP16 and INT8.

itri_fb_logo.jpg

Bosch Center for AI: Intern in Deep Learning, Jun. 2019 - Sep. 2019

Full-time intern in deep learning for Automatic Optical Inspection at consulting team : Implement and run experiment of latest anomaly and defect detection methods by generative models on my own. (AutoEncoder & GAN)

itri_fb_logo.jpg

Appier: Machine Learning Research Intern, Nov. 2018 - Mar. 2019

(17-18 The AI 100) Full-time RA / intern at Fintech team working on Inclusive Finance project 

 - Computer Vision solutions: improved 24% classification results in accuracy. 

 - Biological digital signal processing to achieve real-time heart rate monitoring.

 - Video feature engineering

 - Data visualization

Academia_Sinica_Emblem.png

Logitech Far East:  Internship, Feb - Sep 2017 

Part-Time at Department of TDE in R&D group
-Testing system software development in C# 

- Improved from original system code in Delphi. 

- Re-designed UI and implemented C code Dynamic-link libraries (DLL) connection. 

LOGO_5_05.png

ITRI: Assistant Software Engineer, Sep 2016 - Jan 2017 

Computational Intelligence Technology Center (Part-time) 
- Text mining tool development in JAVA, JS, HTML. 
 - Study of Comment mechanism on Japan EC Websites. 
 - Japanese translation.

Tsannkuen_LOGO.jpg

EliteGroup Computer: Internship, Mar-Jun 2016

Full-Stack Web Development and Maintenance (Full-time)
- Filter System implemented on Official Site Motherboards page.
- Implementing the Motherboard Driver OS Selection System on the Official Site Management System.
- ASP.NET Programming by C#.

Tsannkuen_LOGO.jpg

Education

RWTH Aachen University

Exchange Student, Computer Science, Mar. 2019 - Sep. 2019

The_Logo_of_National_Tsing_Hua_University.svg.png

National Tsing Hua University (NTHU)
MSc. Information System and Application, Sep. 2016 - Oct. 2019, GPA 3.94 / 4.3

Advisor: Min Sun
Research: Computer Vision, Deep learning application, Human-computer interaction.

imgRead.jpeg

National Yunlin University of Science and Technology (YunTech)

BSc. Computer Science and Information Engineering, Class of 2016

Activity and Society:

Director of Hot Music Club, Public Relationship Team of CSIE Student Association.


imgRead.jpeg

Honors & Awards


Phison Electronics Corp. Scholarship

Issuer:  Phison Electronics Corp.

Date: Aug 2017

Description:
10 students from the college of EECS http://sthousing.nthu.edu.tw/scholarship/docs/1520605.pdf


Good Poster Award
(2nd Place)
 

Issuer: Porf. Hao-Chuan Wong

Date: Jun 2017

Description:
NTHU ISA5578 Social Computing final paper presentation, Spring 2017 
https://drive.google.com/drive/u/1/folders/0B3lMR2Uk5FTQcFhRWHFVaThpT3M



Seed Student Nomination - 2016 Modern Web Taiwan Conference

Issuer: iThome 

Date: Aug 2016 

Description: http://modernweb.tw/ http://ithometw.kktix.cc/events/mw2016-student-program


Best Popularity Award - Competition of Practicing Project for Senior Student

Issuer: Dept. of CSIE, YUNTECH 

Date: Dec 2015 

Description: https://drive.google.com/drive/u/1/folders/0B3lMR2Uk5FTQcFhRWHFVaThpT3M

Publications

Projects 00 00@2x 25de285f43c486b5a0ddc099900a08387ad7a27243b9ba95b25d3665ee9775ae

2018 International Conference on Intelligent Robots and Systems (IROS)

DLWV2: a Deep Learning-based Wearable Vision-system with Vibrotactile-feedback for Visually Impaired People to Reach Objects
Meng-Li Shih, Yi-Chun Chen, Chia-Yu Tung, Cheng Sun, Ching-Ju Cheng, Liwei Chan, Srenivas Varadarajan, and Min Sun.
Accepted, will publish in 2018, Oct.1.

Learn More
Projects 00 00@2x 25de285f43c486b5a0ddc099900a08387ad7a27243b9ba95b25d3665ee9775ae

TAICHI 2017
第三屆台灣人機互動研討會

Enabling Social GYM with Human Computation

 Chia-Yu Tung, Hector Cambranes, Hsin-Yu Chien
This poster paper is published on: http://taichi2017.csie.ncku.edu.tw/program/index.html#program

Full Paper

Projects (Except publications)

20120219175741.jpg

Interactive, Mobile, Wearable and Ubiquitous Technologies

Submitted, not open
raw-green-coffee-beans-in-bag.jpg

SMART:  AIoT Intention Anticipation and Missing Actions Reminder 

Not Open
Z170-CLAYMORE_V1_LGA_1151_Intel_Motherboard.1.png

WCAN: Wasserstein Creative Adversarial Networks Generating Art 

More Info
images.jpeg

Anticipating Intention to Provide Knowledge

More Info


Projects 01 00@2x


Certifications


IELTS







Certification Authority : 

British Council

Score: 6.0

Dates: Sep 2017


Japanese-Language Proficiency Test N3





Certification Authority : 
Japan Foundation and Japan Educational Exchange and Service

Score: 112 (Passed)

Dates: Ang, 2016


Level C Technician for Computer Hardware Fabrication

Certification Authority
Workforce Development Agency, Ministry of Labor (Taiwan)

Score: Passed

Dates: Jan 2012


Activities

11212102_835520819875389_3751061867199414776_o.jpg

Crazy Rock Festival 2015

It is the largest event I had ever organized. Which was sponsered by local government and combining local creative market made it the largest music festival in Yunlin! And it has been reported by several media.

More Info
1065120_509002362520177_1577531319_o.jpg

YunTech+ Orientation Camp 2013 Champion

I was a counselor who lead freshman to become the champion of the camp for freshman which organized by our university when I joined Student Association of CSIE.

 More Info

Resume
Profile
Profile.jpg

Chia-Yu Tung (Joey Dong)

[email protected] • (+886) 977183535 

Hi, I'm Joey an intermediate level of algorithm engineer working on computer vision, deep learning and VR systems.  

I have worked for 3+ years in the industry of Computer Vision, VR, and AI. 

I also have 5+ years(2y academic + 3 year industrial) research experience of topics in CV, Deep Learning applications, VR systems, and UX.

I am passioned about building state of the art realtime computer vision solution in domain such as VR, AR, embedded vision and autonomous driving systems.

Please check the projects and publications section below for more detail.


Skills

pixabay-office-620817_1280-2.jpg

Computer Vision &
Machine Learning:

Language: Python 

Libraries: Pytorch, OpenCV,
XGBoost, Tensorflow, Keras.

uxdesign.jpg

Website Development :
NTHU Socail GymAII WorkShop, ECS Motherboards 

Front-end: HTML, JS, jQuery, AJAX

Back-end: PHP, SQL, PL/SQL

stock-photo-business-man-writing-data-analysis-119233999.jpg

System Software / Android App :

Language: C#, JAVA,  C++

Database: MySQL, SQLite

Others: Docker


Experience

Qualcomm: XR Engineer, Jun. 2020 - Current

Department of Multimedia R&D, XR research group: 

- Deep learning research and model development of computer vision (CV) tasks.

- Semi-supervised learning, data preprocessing and feature engineering on CV tasks.

- Hand tracking, gesture recognition model development in realtime XR system.

- Develop features for 3D reconstruction  group.

- Develop realtime Instance segmentation model on XR chipsets by 50 FPS.

- Post training model quantization to FP16 and INT8.

itri_fb_logo.jpg

Bosch Center for AI: Intern in Deep Learning, Jun. 2019 - Sep. 2019

Full-time intern in deep learning for Automatic Optical Inspection at consulting team : Implement and run experiment of latest anomaly and defect detection methods by generative models on my own. (AutoEncoder & GAN)

itri_fb_logo.jpg

Appier: Machine Learning Research Intern, Nov. 2018 - Mar. 2019

(17-18 The AI 100) Full-time RA / intern at Fintech team working on Inclusive Finance project 

 - Computer Vision solutions: improved 24% classification results in accuracy. 

 - Biological digital signal processing to achieve real-time heart rate monitoring.

 - Video feature engineering

 - Data visualization

Academia_Sinica_Emblem.png

Logitech Far East:  Internship, Feb - Sep 2017 

Part-Time at Department of TDE in R&D group
-Testing system software development in C# 

- Improved from original system code in Delphi. 

- Re-designed UI and implemented C code Dynamic-link libraries (DLL) connection. 

LOGO_5_05.png

ITRI: Assistant Software Engineer, Sep 2016 - Jan 2017 

Computational Intelligence Technology Center (Part-time) 
- Text mining tool development in JAVA, JS, HTML. 
 - Study of Comment mechanism on Japan EC Websites. 
 - Japanese translation.

Tsannkuen_LOGO.jpg

EliteGroup Computer: Internship, Mar-Jun 2016

Full-Stack Web Development and Maintenance (Full-time)
- Filter System implemented on Official Site Motherboards page.
- Implementing the Motherboard Driver OS Selection System on the Official Site Management System.
- ASP.NET Programming by C#.

Tsannkuen_LOGO.jpg

Education

RWTH Aachen University

Exchange Student, Computer Science, Mar. 2019 - Sep. 2019

The_Logo_of_National_Tsing_Hua_University.svg.png

National Tsing Hua University (NTHU)
MSc. Information System and Application, Sep. 2016 - Oct. 2019, GPA 3.94 / 4.3

Advisor: Min Sun
Research: Computer Vision, Deep learning application, Human-computer interaction.

imgRead.jpeg

National Yunlin University of Science and Technology (YunTech)

BSc. Computer Science and Information Engineering, Class of 2016

Activity and Society:

Director of Hot Music Club, Public Relationship Team of CSIE Student Association.


imgRead.jpeg

Honors & Awards


Phison Electronics Corp. Scholarship

Issuer:  Phison Electronics Corp.

Date: Aug 2017

Description:
10 students from the college of EECS http://sthousing.nthu.edu.tw/scholarship/docs/1520605.pdf


Good Poster Award
(2nd Place)
 

Issuer: Porf. Hao-Chuan Wong

Date: Jun 2017

Description:
NTHU ISA5578 Social Computing final paper presentation, Spring 2017 
https://drive.google.com/drive/u/1/folders/0B3lMR2Uk5FTQcFhRWHFVaThpT3M



Seed Student Nomination - 2016 Modern Web Taiwan Conference

Issuer: iThome 

Date: Aug 2016 

Description: http://modernweb.tw/ http://ithometw.kktix.cc/events/mw2016-student-program


Best Popularity Award - Competition of Practicing Project for Senior Student

Issuer: Dept. of CSIE, YUNTECH 

Date: Dec 2015 

Description: https://drive.google.com/drive/u/1/folders/0B3lMR2Uk5FTQcFhRWHFVaThpT3M

Publications

Projects 00 00@2x 25de285f43c486b5a0ddc099900a08387ad7a27243b9ba95b25d3665ee9775ae

2018 International Conference on Intelligent Robots and Systems (IROS)

DLWV2: a Deep Learning-based Wearable Vision-system with Vibrotactile-feedback for Visually Impaired People to Reach Objects
Meng-Li Shih, Yi-Chun Chen, Chia-Yu Tung, Cheng Sun, Ching-Ju Cheng, Liwei Chan, Srenivas Varadarajan, and Min Sun.
Accepted, will publish in 2018, Oct.1.

Learn More
Projects 00 00@2x 25de285f43c486b5a0ddc099900a08387ad7a27243b9ba95b25d3665ee9775ae

TAICHI 2017
第三屆台灣人機互動研討會

Enabling Social GYM with Human Computation

 Chia-Yu Tung, Hector Cambranes, Hsin-Yu Chien
This poster paper is published on: http://taichi2017.csie.ncku.edu.tw/program/index.html#program

Full Paper

Projects (Except publications)

20120219175741.jpg

Interactive, Mobile, Wearable and Ubiquitous Technologies

Submitted, not open
raw-green-coffee-beans-in-bag.jpg

SMART:  AIoT Intention Anticipation and Missing Actions Reminder 

Not Open
Z170-CLAYMORE_V1_LGA_1151_Intel_Motherboard.1.png

WCAN: Wasserstein Creative Adversarial Networks Generating Art 

More Info
images.jpeg

Anticipating Intention to Provide Knowledge

More Info


Projects 01 00@2x


Certifications


IELTS







Certification Authority : 

British Council

Score: 6.0

Dates: Sep 2017


Japanese-Language Proficiency Test N3





Certification Authority : 
Japan Foundation and Japan Educational Exchange and Service

Score: 112 (Passed)

Dates: Ang, 2016


Level C Technician for Computer Hardware Fabrication

Certification Authority
Workforce Development Agency, Ministry of Labor (Taiwan)

Score: Passed

Dates: Jan 2012


Activities

11212102_835520819875389_3751061867199414776_o.jpg

Crazy Rock Festival 2015

It is the largest event I had ever organized. Which was sponsered by local government and combining local creative market made it the largest music festival in Yunlin! And it has been reported by several media.

More Info
1065120_509002362520177_1577531319_o.jpg

YunTech+ Orientation Camp 2013 Champion

I was a counselor who lead freshman to become the champion of the camp for freshman which organized by our university when I joined Student Association of CSIE.

 More Info