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Senior Software Engineer @U-NEXT Co., Ltd.
2021 ~ Present
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Python
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4-6 years
Nation Taiwan University
Bioelectronic and Bioinformatics
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MTS Software Development Engineer @AMD
2022 ~ Present
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Amended forward shape inference in TensorFlow(e.g. Pad) Utilized backward shape inference to enhance graph partitioning result(200% size in Mask RCNN) Neural network quantization and calibration for specific DLA(including CMSIS-NN & Andes NN library backend, used in Tiny ONNC ) Customized neural network inference engine with MLIR for specific DLA simulation Achieved 99.9+% accuracy in int8 mode of specific DLA for DLRM model in a tight schedule Built deep learning model calibrator with MLIR Studied state-of-the-art deep learning model quantization/calibration methods and implement them in C++
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National Tsing Hua University
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Ph.D. Student @NTHU
Software engineer
Within six months
ai/ ). Developed just in time compiler for image accelerator, used in freeRTOS and Embedded Linux environment. Pre- and post-silicon verification(NPU and image accelerator). Debug mismatch between CSim and RTL or performance issue with firmware, CSim, and HW team. Survey advanced techniques, compiler: TVM, MLIR, runtime: TFRT, IREE, model/hardware co-design: network architecture search. Recruit and lead interns to complete specific research work. Fongfu.Software Engineering Manager.2016 / 9 ~ 2018 / 6 Build up a software team (~5 engineer) to deploy services on iOS/Android and Asus Zenbo
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6-10 years
國立清華大學
Computer Science

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Software Engineer
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Trend Micro
2022 ~ Present
Taipei, 台灣
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Print

Profile 00 00@2x

Zhen Yuan Kuo

Software Engineer with 3+ years experience in front end, 3+ years in back end, and 1.5 years in AI. Experienced in multiple programming languages, with a get-it-done, on-time, and high-quality product spirit. 

             

Position: Software Engineer
Taipei ,TW
Email: [email protected]

SKILLS

  • Good knowledge in HTML, CSS , JavaScript
  • Good knowledge in Node JS
  • Good knowledge in Java programming language
  • Good knowledge in Python programming language (Django, Flask)
  • Good knowledge in Git version control system
  • Good knowledge in  React
  • Good knowledge in AWS cloud
  • Good knowledge in Pytorch
  • Good knowledge in SQL in relational database specializing in MySQL and PostgreSQL
  • Familiarity with Redis
  • Familiarity with Go programming language
  • Familiarity with Machine Learning 

Frontend


  • I have developed front-end for more than a year, mainly using the React framework, and I also contact with RWD, Webpack, and Redux.

Backend


  • I have developed  back-end for more than half a year, mainly using Django and Flask to develop restful apis, and I have developed serverless's APIs. I currently use Go to develop.

Data Science &ML


  • I have contacted ML for about half a year. I know about neural networks and CNN-related research, and I am also involved in the real situation during my internship. Then in my research field is about NLP domain.

EDUCATION

2020.9 - 2022.08

National Taiwan University of Science and Technology

Degree: Master

Major: Information Management


2016.9 - 2020.6

Fu Jen Catholic University

Degree: Bachelor

Major: Information Management

Minor: French

WORK EXPERIENCE

Software engineer  

TrendMicro

2022.12 - present
Taipei, Taiwan

  • Research about mail attacks & scenarios. (BEC, impersonation, scam, phishing, spam). 

  • Experiment to reduce FP email error rate for invitation mail by 69%,, then delivered the solution in production.  

  • Experiment that detected the impersonate mails about Meta mails, delivered the solution in production. The recall can achieve 85%.

Software engineer  intern

Appier

2022.01 - 2022.08
Taipei, Taiwan

  • Debugged  client’s Campaigns, then released campaigns to production.  

  • Delivered datafeed  and model’s result to MySQL, then displayed result to demo site (Simulate client’s situation). Add the some features and fix bugs on the demo site.

  • Developed API  using Node Red, integrated EPA API and MaxMind to identify location, then return UVI (GoeHash & distance measure).

  • Designed CMS backend server, developing  transform datafeed to csv, and cron job triggers automatically. 

Fronted  intern

Home心

2021.01 - 2022.01
Taipei, Taiwan

  • Refactored the frontend’s project architecture to clean code, optimizing the development process.

  • Developed frontend’s UI components, using pure css (styled-components) to build custom components .

  • Used axios and relay to connect restful API and GraphQL.

Data engineer intern

AU Optronics Corporation (AUO)

2020.07 - 2020.09
Taoyuan, Taiwan

  • Used Regression&Booting model to analyze potential key factors. 

  • Built data pipeline automatic  procedure.


Cloud Engineer intern

eCloudvalley Technology

2019.07 - 2020.06
Taipei, Taiwan

  • Developed AWS Lambda API for object detection using OpenCV.

  • Refactored dashboard platform’s frontend, optimized web speed and redesign project structure.

  • Built Flow test request system(flask, Dajango ), like DDOS system combined with AWS services, simulating million requests to  test  server tolerable.

  • Developed E-commerce platform frontend’s components (Typescript react).

Project

Vision detection with Convolution pose machine

This project was developed by my classmates and me when I was in college. This is about eye detection using deep learning to replace physical equipment, like the eye chart will show in use's computer, then user just made the up, down, left, right gesture in front of the camera, the system will judge the direction is correct or not.
URL: https://github.com/Hank-Kuo/eye-detection_with-CMP


Request flow test

This project is about flow testing, the client will attack the server, but users need to maintain their server to avoid crashes. So the user needs to build a prepared server in AWS environment, he/she needs to make the architecture more flexible so that can handle it. And users can see their score through the dashboard.
URL: https://github.com/Hank-Kuo/client_server_flow_test

Personal website

This project is my side project. I spent two months building my own website. In my website, I can post my own blog, and other people can leave a message here. In frontend, I use React; In backend, I use go (gin).
URL: http://hank-kuo.surge.sh/

MRT Food - Android

This project was developed by my classmates and me in my course. This is about food near the MRT where people can quickly find their wants. In this project, it is used Android studio, the database is firebase.
URL: https://github.com/Hank-Kuo/Anrdoid_MRT

EXPERIENCE

大專院校競賽

Regarding the National Colleges and Universities Information Service Innovation Competition, our team took two projects to the competition, one of which won first place in the cloud domain.

全國技能競賽 - Cloud

Regarding the national trials, I have participated in cloud-related selections.

Hack n Roll

Regarding the hackathon, I participated in cloud related events with colleagues from Ecloudvally's company.

玉山人工智慧公開挑戰賽2020夏季 - NLP

Regarding the NLP competition, our team won tenth place in the competition.

擂台AI 比賽

Regarding the AI application competition, the competition is held in the Fu Jen University, in which we have achieved excellent results

AWS SAA Certification

AWS Certified Solutions Architect - Associate  is intended for individuals who perform a solutions architect role and have one or more years of hands-on experience designing available on AWS.

Google Analytics Certification

Google Analytics is a web analytics service offered by Google that tracks and reports website traffic, currently as a platform inside the Google Marketing Platform brand.

 

Resume
Profile

Profile 00 00@2x

Zhen Yuan Kuo

Software Engineer with 3+ years experience in front end, 3+ years in back end, and 1.5 years in AI. Experienced in multiple programming languages, with a get-it-done, on-time, and high-quality product spirit. 

             

Position: Software Engineer
Taipei ,TW
Email: [email protected]

SKILLS

  • Good knowledge in HTML, CSS , JavaScript
  • Good knowledge in Node JS
  • Good knowledge in Java programming language
  • Good knowledge in Python programming language (Django, Flask)
  • Good knowledge in Git version control system
  • Good knowledge in  React
  • Good knowledge in AWS cloud
  • Good knowledge in Pytorch
  • Good knowledge in SQL in relational database specializing in MySQL and PostgreSQL
  • Familiarity with Redis
  • Familiarity with Go programming language
  • Familiarity with Machine Learning 

Frontend


  • I have developed front-end for more than a year, mainly using the React framework, and I also contact with RWD, Webpack, and Redux.

Backend


  • I have developed  back-end for more than half a year, mainly using Django and Flask to develop restful apis, and I have developed serverless's APIs. I currently use Go to develop.

Data Science &ML


  • I have contacted ML for about half a year. I know about neural networks and CNN-related research, and I am also involved in the real situation during my internship. Then in my research field is about NLP domain.

EDUCATION

2020.9 - 2022.08

National Taiwan University of Science and Technology

Degree: Master

Major: Information Management


2016.9 - 2020.6

Fu Jen Catholic University

Degree: Bachelor

Major: Information Management

Minor: French

WORK EXPERIENCE

Software engineer  

TrendMicro

2022.12 - present
Taipei, Taiwan

  • Research about mail attacks & scenarios. (BEC, impersonation, scam, phishing, spam). 

  • Experiment to reduce FP email error rate for invitation mail by 69%,, then delivered the solution in production.  

  • Experiment that detected the impersonate mails about Meta mails, delivered the solution in production. The recall can achieve 85%.

Software engineer  intern

Appier

2022.01 - 2022.08
Taipei, Taiwan

  • Debugged  client’s Campaigns, then released campaigns to production.  

  • Delivered datafeed  and model’s result to MySQL, then displayed result to demo site (Simulate client’s situation). Add the some features and fix bugs on the demo site.

  • Developed API  using Node Red, integrated EPA API and MaxMind to identify location, then return UVI (GoeHash & distance measure).

  • Designed CMS backend server, developing  transform datafeed to csv, and cron job triggers automatically. 

Fronted  intern

Home心

2021.01 - 2022.01
Taipei, Taiwan

  • Refactored the frontend’s project architecture to clean code, optimizing the development process.

  • Developed frontend’s UI components, using pure css (styled-components) to build custom components .

  • Used axios and relay to connect restful API and GraphQL.

Data engineer intern

AU Optronics Corporation (AUO)

2020.07 - 2020.09
Taoyuan, Taiwan

  • Used Regression&Booting model to analyze potential key factors. 

  • Built data pipeline automatic  procedure.


Cloud Engineer intern

eCloudvalley Technology

2019.07 - 2020.06
Taipei, Taiwan

  • Developed AWS Lambda API for object detection using OpenCV.

  • Refactored dashboard platform’s frontend, optimized web speed and redesign project structure.

  • Built Flow test request system(flask, Dajango ), like DDOS system combined with AWS services, simulating million requests to  test  server tolerable.

  • Developed E-commerce platform frontend’s components (Typescript react).

Project

Vision detection with Convolution pose machine

This project was developed by my classmates and me when I was in college. This is about eye detection using deep learning to replace physical equipment, like the eye chart will show in use's computer, then user just made the up, down, left, right gesture in front of the camera, the system will judge the direction is correct or not.
URL: https://github.com/Hank-Kuo/eye-detection_with-CMP


Request flow test

This project is about flow testing, the client will attack the server, but users need to maintain their server to avoid crashes. So the user needs to build a prepared server in AWS environment, he/she needs to make the architecture more flexible so that can handle it. And users can see their score through the dashboard.
URL: https://github.com/Hank-Kuo/client_server_flow_test

Personal website

This project is my side project. I spent two months building my own website. In my website, I can post my own blog, and other people can leave a message here. In frontend, I use React; In backend, I use go (gin).
URL: http://hank-kuo.surge.sh/

MRT Food - Android

This project was developed by my classmates and me in my course. This is about food near the MRT where people can quickly find their wants. In this project, it is used Android studio, the database is firebase.
URL: https://github.com/Hank-Kuo/Anrdoid_MRT

EXPERIENCE

大專院校競賽

Regarding the National Colleges and Universities Information Service Innovation Competition, our team took two projects to the competition, one of which won first place in the cloud domain.

全國技能競賽 - Cloud

Regarding the national trials, I have participated in cloud-related selections.

Hack n Roll

Regarding the hackathon, I participated in cloud related events with colleagues from Ecloudvally's company.

玉山人工智慧公開挑戰賽2020夏季 - NLP

Regarding the NLP competition, our team won tenth place in the competition.

擂台AI 比賽

Regarding the AI application competition, the competition is held in the Fu Jen University, in which we have achieved excellent results

AWS SAA Certification

AWS Certified Solutions Architect - Associate  is intended for individuals who perform a solutions architect role and have one or more years of hands-on experience designing available on AWS.

Google Analytics Certification

Google Analytics is a web analytics service offered by Google that tracks and reports website traffic, currently as a platform inside the Google Marketing Platform brand.