• Hi!
    I'm Yenting

    A tech enthusiast with passion in AI.

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  • I am
    Software Engineer

    Leading the development of machine learning solution in an early start-up

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  • I am
    Reseasrch Analyst

    Expert in US and EU stock market with profitable strategies from ETF and entity holdings

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About Us

Who Am I?

Hi I'm Yen-Ting Lee. Being an research analyst in top tier hedge fund and a software engineer in an early startup, I'm enthusiastic in exploring the possibility in machine learning and artificial intellegence.

Software Design and Development

Machine Learning

Natural Language Processing

Generative Artificial Intellengence

Publication
Years Working Experience
Bachelor Degrees
Master Degree
My Specialty

My Skills

As a machine learning researcher and software engineer within financial decisions, my specialty focuses on backend, data processing, machine learning and research methods. The percentage is my evaluation of how a skill would be considered to be in expert level.

Python

100%

C++

80%

Java

50%

Git

90%

Pytorch

60%

SQL

40%

Mongo DB

50%

Hadoop

30%

Natural Language Processing

90%

Natural Language Generation

80%

Neural Networks

100%

Object Oriented Design

70%
Education

Education

  • GPA: 4.11 / 4.3
  • Teaching Assiatant in Special Direction in Machine Learning
  • Thesis Advisor: Professor Shou-De Lin
  • Thesis: Conditional Sentence Rephrasing without Parallel Training Corpus

Graduated with 8th place out of 130 students.

  • GPA: 4.13 / 4.3
  • Dean's List Award 2013-1
  • Dean's List Award 2017-2
  • Fundamental Object Oriented Programming: A+
  • Algorithm Design and Analysis: A+
  • Web Retrieval and Mining: A+
  • Natural Language Processing: A+
  • Big Data Programs, Compilers and Apps: A+
  • Formal Languages and Automata Theory: A+
  • Computer Architecture: A+
  • Computer Networks: A+
  • Computer Security: A+
  • Introduction to Cryptography: A+
  • Cryptography and Network Security: A+

Double Major in Finance.

  • Games in Finance: A+
  • Futures and Options: A+
  • Microeconimics: A+
  • Macroeconomics: A+
  • Intermediate Accounting: A+
  • Financial Management: A+
  • Insurance: A+
  • Commercial Law: A+

1st in class and won the Mayor's Award.

Experience

Work Experience

Software Engineer II at AWS 2025-03 - Present

Firmware Orchestration Service and Automation in AWS EC2 HWEngS

  • Built an automated OS image validation service using QEMU, shortening the debug cycle from 2 weeks to 1 hour.
  • Launched an automated firmware delivery service, enhancing firmware version control at manufacturing partners.
  • Led security and operational readiness reviews for the firmware service, ensuring strict compliance and stability.

Research Analyst II at Point72 2019.07 - 2023.05

Stock market research and software development in the top tier hedge fund.

  • Designed and delivered internal libraries which shorten the model execution time by 50% and improve readability.
  • Developed a new portfolio optimizer in C++ which trades faster and creates 100% more returns.
  • Diagnosed and resolved live-trading crashes and real-time data feed errors rapidly.
  • Profit over 2% in live trading with solid finance data researching based on ML, NLP and statistic.

Software Engineer at Gamemind 2017.07 - 2018.05

Software and machine learning developer in an early start-up.

  • Led the development of machine learning solution to empowering our customers to profile their target audience.
  • Designed and developed the data-end system for Peekur, the core product in an early start-up.
  • Designed and delivered a multi-threaded data pipeline to collect, tag, classify and store text data.

Software Engineer Intern at TrendMicro 2016.07 - 2016.08

Two month internship in the data team for the anti-virus product.

  • Modeled a malware detector based on cutting-edge machine learning methods and achieved 0.98 AUC.
  • Delivered several data pipelines based on Hadoop framework.
  • Modeled a text classifier to summarize customer’s feedback for future product improvement.
My Work

Recent Work

Conditional Sentence Rephrasing without Parallel Training Corpus

Y.-T. Lee, C.-T. Li, S.-D. Lin 2022 IEEE ICMEW
W

Outdoor Caring Cane

Y.-T. Lee, Y.-L. Wang UnaHack 2017