Hey! I am

Hyun

I'm a

About

About Me

Hi! I'm Hyuntae Roh,

  • Name: Hyuntae Roh
  • Email: hroh@usc.edu
  • Phone: +1) 213-681-4276
  • Github: https://github.com/hyun95roh
  • Portfolio: https://hyun95roh.github.io/brochure/cover.html

0 Project complete

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0 Solved Coding Exercises
0 Complete Projects
0 ML/DL notes in my Notion
0 Cups of coffee

Education

Jen 2024 - Dec 2025

MS Applied Data Science

University of Southern California, Los Angeles

Pursuing Master's student in Applied Data Science after two years of experience in Fixed income market as a bond trader. Looking for following positions: Machine Learning Engineer, AI researcher, Data scientist, Data Analyst.

Mar 2014 - Feb 2020

BA Economics and Finance

Hanyang University, Seoul

For 4 years of legitimate and rigorous course works, I could equip myself with perspectives from economics and quantitiative analytical tools from econometrics.

Work Experience

Jen 2020 - Mar 2022 (2Y 3M)

Bond Trader and Market Researcher

Woori Asset Management

- Principal Component Analysis for Strategic Bond Trading
- Bond spread timeseries analysis

Technical Stack

SQL, Python, R

Main duties
- Bond Trader: Over-the-Counter market trader, compliance monitoring
- In-house Researcher: Markey Analysis, Asset Allocation, Trading strategies

Skills

Pytorch/Tensorflow

70%
35%
Last week
72%
Last month

LangChain

25%
50%
Last week
18%
ML / DL

Amazon EC2

5%
15%
Last week
10%
Last month

Streamlit

90%

Plotly

85%

MySQL

95%

Firebase

80%

Tableau

30%

Microsoft Office

95%

Projects

Oct 2024 - Nov 2024

Comparing models for Video-Based Speech Recognition

USC, Los Angeles
Used skills : Tensorflow, WSL2, etc.
Description : This project compared four models for lip-reading from videos: LSTM with convolutional layers, Bi-LSTM, GRU, and Bi-GRU.
Result(validation loss): Bi-LSTM(2.927) < Bi-GRU(4.098) < GRU(4.785) < LSTM with convolutional layers(15.774)
Oct 2024 - Dec 2024

CHAT_DB: Natural Language to SQL

USC, Los Angeles
Used skills : Amazon EC2, Firebase, MySQL, Streamlit, etc.
Description : This project aimed to build a chatbot for asking SQL and NoSQL syntax
Apr 2024

Wage Premium Analysis in Data-related Job Market

USC, Los Angeles
Used skills : Streamlit, Python(Statmodels, scikit-learn, etc)
Description : This project explored job market environment for Data Engineer, Data Scientist, and Data Analyst, measuring how much wage premium exists for 'Engineer' position compared to others
Oct 2021 - Feb 2022

Machine Learning based Dynamic Asset Allocation

Woori Asset Management, Seoul
Used skills : Python(scikit-learn, RLlib, etc)
Description : Developed a dynamic portfolio allocation framework incorporating macro factors using of machine learning forecasting.
Jan 2021 - Apr 2021

Prediction on Credit Risk Event

Woori Asset Management, Seoul
Used skills : Python(scikit-learn, etc)
Description : Built classification models(Logistic Regression, Random Forest, Survival Analysis) to predict corporate credit rating changes using financial statements, rating agency data, and macroeconomic indicators.
Mar 2020 - Apr 2020

Principal Component Analysis for Strategic Bond Trading

Woori Asset Management, Seoul
Used skills : Python(Statmodels, scikit-learn, etc), R
Description : Principal Component Analysis(PCA) using Python and R to filter out unnecessary factors and render bond trading with higher efficiency.

Looking for a great journey !

As Philippians 4:13 reminds us,
'I can do all this through him who gives me strength,'
I approach every challenge with resilience and faith,
ready to face any journey together.

Reach me out!

Contact

Contact Me

I aspire to grow alongside the company as Data specialist.
Feel free to reach me out to me!

Address

Los Angeles

Contact Number

+1) 213 681 4276

Email Address

hroh@usc.edu

Website

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