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國立政治大學(National Chengchi University)
資訊科學系
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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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Python
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中國醫藥大學(China Medical University)
臨床醫學研究所
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OPC Chief Engineer @TSMC
2020 ~ 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
Chun-Jung Huang [email protected] Chiao-Tung University, Ph.D. - Photonics,2015 ~ 2020 Member of The Phi Tau Phi Scholastic Honor Society of the Republic of China. Work Experience TSMC, OPC Chief Engineer (MarPresent) ◆Introduced image anomaly detection techniques to identify and address defects in photomask manufacturing, significantly improving product quality and reducing turnaround time. ◆Managed large-scale data processing tasks, demonstrating expertise in analyzing and handling datasets of hundreds of millions, to bolster model development and optimization. ◆Excelled in distributed computing, optimizing code execution across thousands of systems to
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National Chiao-Tung University
Ph.D. - Clinical Engineering
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智慧製造全端開發工程師 @聯華電子股份有限公司
2022 ~ Present
AI工程師、機器學習工程師、深度學習工程師、影像演算法工程師、資料科學家、Machine Learning Engineer、Deep Learning Engineer、Data Scientist
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Python
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Git
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4-6 years
元智大學
工業工程與管理學系所
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Senior engineer @Chicony Electronics Co, Ltd.
2018 ~ Present
全端工程師、後端工程師、前端工程師、軟體專案主管、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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Nelson Chen Senior engineer Dedicated Software Engineer with 6+ Years of Experience Senior software engineer specializing in web page development and deep learning. Proficient with machine learning technologies, such as TensorFlow, Numpy, etc. Experience Senior engineer • Chicony Electronics Co, Ltd. .Build an Auto-Encoder AI model for defective detection. .Build an object detection model for detecting car types. .Developed a Front-End and Back-End website for data analysis. .Manage the production process and make it automated production. NovPresent Software engineer • Teco image systems co. ltd .Developed and maintained MFP driver
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6-10 years
National Taiwan Ocean University
Computer science and engineering
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Past
博士後研究員 @洛桑大學神經發育疾病實驗室
2023 ~ 2023
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1. 神經電生理訊號分析、神經細胞追蹤分析,與藥理試驗。 2. 研究論文撰寫與國際研討會的舉辦。 技能 Data Science Data Analysis, Image Analysis, Machine Learning, Deep Learning, Statistical Analysis, Data visualization Programming Python, PyTorch, NumPy, Pandas, Matplotlib, Scikit-Learn, Git, PostgreSQL, Docker Biotechnology Neuroscience, Genetics, Imaging, Scientific Writing Soft skill Project Management, Probelm Solving, Team Player, Proactive Communication 語言 English — 專業 Chinese — 母語或雙語 French — 初階 學歷
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4-6 years
洛桑聯邦理工學院(EPFL)
神經科學
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Data Engineer @TSMC 台積電
2022 ~ Present
資料分析師、演算法工程師、軟體工程師、軟體專案管理
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Chun Shan, Wang [email protected] SUMMARY I'm a skilled software engineer, experienced in NLP and Data Engineering for over 4 years. I've delivered dependable solutions across commercial, educational, and psychological counseling domains. Expertise lies in deploying stable systems, ensuring valuable and trustworthy development. My background seamlessly integrates data and machine learning for comprehensive solutions. KEYWORDS: Python, NLP/NLU, Backend, Data, CI/CD, kubernetes, JAVA Spring, EXPERIENCE Data Engineer,now, TSMC I Build and improved the Python/JAVA services, including caching service with mongoDB and Redis, monitoring
Backend Development
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Python
Employed
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4-6 years
國立中央大學 National Central University
網路學習科技研究所
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Algorithm Research & Development @適着三維科技股份有限公司 TG3D Studio Inc.
2021 ~ Present
Software Engineer
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Patrick Hsu AI Research & Development As a seasoned AI engineer with six years of experience, I specialize in computer vision, 3D body model reconstruction, generative AI, and possessing some knowledge in natural language processing (NLP). | New Taipei City, [email protected] Work Experience (6 years) Algorithm Research & Design• TG3D Studio MayPresent A skilled engineer specialized in computer vision and generative AI with experience in developing and training AI models for digital fashion applications. Body AI: Virtual Try On Integrated cutting-edge technologies such as Stable Diffusion, ControlNet, and Prompt Engineering to create a sophisticated system for
Python
AI & Machine Learning
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4-6 years
國立台灣大學
生物產業機電工程所
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資料分析師 Data Analyst @Portto 門戶科技| Blocto
2022 ~ 2024
Data Analyst、Data Engineer、Data Scientist、Customer Experience Analyst
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陶俊良 (Tao,Chun-Liang) Taipei, Taiwan Email: [email protected] Phone:I am very sensitive to data and enjoy finding inspiration and ideas from them. I am proficient in machine learning, text analysis, and recommendation systems, EVM blockchain analytics, and currently use Python as my primary programming languages. I am always open to learning new things, such as learning new data structure from blockchain. I am currently very interested in blockchain data and on-chain user segamentation. I was working in digital media, advertising (DSP, SSP, DMP platforms), gaming user analyst, blockchain
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MySQL
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4-6 years
臺灣大學
流行病學與預防醫學所 生物統計組
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Avatar of Chang Vincent.
Past
Senior Front-End Software Engineer @KKSTREAM 香港商科科串流股份有限公司
2020 ~ 2022
前端工程師 Front-End Developer
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integration across different platforms. Nov 2020 – Sep 2022 Senior Front-End Software Engineer • Anue Collaborated within the frontend team, concurrently maintaining financial content media and developing a fund sales platform. Dec 2019 – Mar 2020 Full Stack Engineer • DT42 Independently designed and constructed the user interface for the AI deep learning platform Epeuva. Developed a local labeling tool for data scientists, reducing manual efforts by a factor of 10. Enhanced real-time object and behavior detection visualization on local devices, winning the Ecosystem Prize at the Audi Innovation Award. May 2017 – Mar 2019 Front-End Developer
Front-End Development
Front-End Web Development
Javascript(ES6)
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6-10 years
國立中山大學 National Sun Yat-Sen University
Computer Science

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Research Assistant
Academia Sinica
2021 ~ Present
Tainan, 台灣
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National Chung Cheng University
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Print

Pei-Yu Tseng

Graduate Student

+1 8148265789

[email protected]

  State College, PA

I am a Graduate Student at Penn State, where I attend the laboratory led by Liu Peng, the director of the Cyber Security Lab. My research focuses on Network and System Security, and Deep Learning. 

Research Experience

Research Assistant

Pennsylvania State University08.2023 - Present

  • Reinforcement Learning for Advanced Persistent Threat
    • Analyzing real-world enterprise login data and network data to reconstruct the actual network environment.
    • Simulating the attack behavior of APT groups such as APT28 or APT41.

Academia Sinica • 09.2021 - 06.2023

  • Graph-based Neural Attack Behavior Detection and Alignment with Kernel Audit Logs for Advanced Persistent Threats
    • Simulated APT attack on Linux and Windows
    • Developed a theory for efficiently reducing kernel audit logs to ensure the high quality of behavior detection 
    • Developed models leveraging graph embedding to correlate and mine suspicious behavior in audit logs
  • Modeling Threat Representation through Building Cyber Threat Knowledge Base for Advanced Persistent Threats 
    • Developed models to extract semantic context from cyber threat intelligence platforms for generating provenance graphs
  • Using Honeypot Logs and Packets for Identifying Network Attack Patterns and their Signature
    • Utilizing  BERT-based models to analyze packets and logs from honeypots provided by Soft Bank

M.S.

National Chung Cheng University09.2019- 07.2021

  • Driving Behavior Recognition based on Generative Adversarial Networks   
    • Developed a redesigned model for identifying whether drivers are the owners of cars
    • Developed a mechanism for ensuring the reliability of the detection system
    • Evaluating the accuracy of several types of GAN in different situations

Work Experience

Penetration tester 

The Chiayi County Government • 05. 2020 - 12. 2020

  • Identified security vulnerabilities and weaknesses in websites or IoT devices for  the Chiayi county  government  
  • Designed and conducted simulated social engineering attacks

Network administrator

College of Engineering in CCU•  09. 2019 - 09. 2020

  • Maintained and administered the college's firewalls and network infrastructures
  • Managed the college's services, such as websites, VPN, and DNS

Education

PhD in Informatics

Penn State University•  08. 2023 - present

M.S . in Computer Science and Information Engineering

National Chung Cheng University •  09. 2019 - 07.2021

Publication

  • P.-Y. Tseng,  P.-C. Lin,  Edy Kristianto, Vehicle Theft Detection by Generative Adversarial Networks on Driving Behavior. Engineering Applications of Artificial Intelligence (published) [Paper]

Project

  • Reinforcement Learning for Advanced Persistent Threat
    •  A novel approach to defend against APT attacks, specifically targeting lateral movement.
    • To formulate APT attack into Observable Markov Decision Process (POMDP) problems
  • APT Discovery using OSINT and Network & System Logs
    • Integrated Open-source intelligence, Cyber threat intelligence, and MITRE ATT&CK framework into a cyber threat knowledge base, and developed neural network architectures to analyze and detect APT attacks in a multi-host environment.
    • Aligned the observed evidence to adversary lifecycle and correlated the relation between the detected 

      attacks and known attackers.

Skills


  • Python
  • TensorFlow
  • PyTorch



  • Bash scripting
  • Neo4J
  • Linux Shell



  • Java
  • C#
  • C
Resume
Profile

Pei-Yu Tseng

Graduate Student

+1 8148265789

[email protected]

  State College, PA

I am a Graduate Student at Penn State, where I attend the laboratory led by Liu Peng, the director of the Cyber Security Lab. My research focuses on Network and System Security, and Deep Learning. 

Research Experience

Research Assistant

Pennsylvania State University08.2023 - Present

  • Reinforcement Learning for Advanced Persistent Threat
    • Analyzing real-world enterprise login data and network data to reconstruct the actual network environment.
    • Simulating the attack behavior of APT groups such as APT28 or APT41.

Academia Sinica • 09.2021 - 06.2023

  • Graph-based Neural Attack Behavior Detection and Alignment with Kernel Audit Logs for Advanced Persistent Threats
    • Simulated APT attack on Linux and Windows
    • Developed a theory for efficiently reducing kernel audit logs to ensure the high quality of behavior detection 
    • Developed models leveraging graph embedding to correlate and mine suspicious behavior in audit logs
  • Modeling Threat Representation through Building Cyber Threat Knowledge Base for Advanced Persistent Threats 
    • Developed models to extract semantic context from cyber threat intelligence platforms for generating provenance graphs
  • Using Honeypot Logs and Packets for Identifying Network Attack Patterns and their Signature
    • Utilizing  BERT-based models to analyze packets and logs from honeypots provided by Soft Bank

M.S.

National Chung Cheng University09.2019- 07.2021

  • Driving Behavior Recognition based on Generative Adversarial Networks   
    • Developed a redesigned model for identifying whether drivers are the owners of cars
    • Developed a mechanism for ensuring the reliability of the detection system
    • Evaluating the accuracy of several types of GAN in different situations

Work Experience

Penetration tester 

The Chiayi County Government • 05. 2020 - 12. 2020

  • Identified security vulnerabilities and weaknesses in websites or IoT devices for  the Chiayi county  government  
  • Designed and conducted simulated social engineering attacks

Network administrator

College of Engineering in CCU•  09. 2019 - 09. 2020

  • Maintained and administered the college's firewalls and network infrastructures
  • Managed the college's services, such as websites, VPN, and DNS

Education

PhD in Informatics

Penn State University•  08. 2023 - present

M.S . in Computer Science and Information Engineering

National Chung Cheng University •  09. 2019 - 07.2021

Publication

  • P.-Y. Tseng,  P.-C. Lin,  Edy Kristianto, Vehicle Theft Detection by Generative Adversarial Networks on Driving Behavior. Engineering Applications of Artificial Intelligence (published) [Paper]

Project

  • Reinforcement Learning for Advanced Persistent Threat
    •  A novel approach to defend against APT attacks, specifically targeting lateral movement.
    • To formulate APT attack into Observable Markov Decision Process (POMDP) problems
  • APT Discovery using OSINT and Network & System Logs
    • Integrated Open-source intelligence, Cyber threat intelligence, and MITRE ATT&CK framework into a cyber threat knowledge base, and developed neural network architectures to analyze and detect APT attacks in a multi-host environment.
    • Aligned the observed evidence to adversary lifecycle and correlated the relation between the detected 

      attacks and known attackers.

Skills


  • Python
  • TensorFlow
  • PyTorch



  • Bash scripting
  • Neo4J
  • Linux Shell



  • Java
  • C#
  • C