Applied deep learning methods to understand music through technology.
First authored an HCMIR publication: Annotator Subjectivity in the MusicCaps Dataset.
Co-authored research published in ICASSP proceedings and TASLP, and co-authored a submission to ISMIR.
Python, PyTorch, Git
Participated in PyTorch integration of the Warboy NPU.
Contributed to developing related SDK to optimize the PyTorch models.
Python, PyTorch, Git
TensorFlow Quantization Debugger
Developed a debugger tool to easily compute quantization quality metrics of each layer in a TensorFlow model.
Created a NumericVerify op that collects dequantized and reference values for metric calculation.
Designed Python API that executes the model, collects output values of NumericVerify op, and calculates the metrics.
Referential Resources (TFLite Quantization Debugger)
C++, Python, TensorFlow, Bazel
Desktop Search Feature Configuration System
Developed a system to automatically determine whether a desktop search feature should be triggered.
Designed the Protocol Buffer schema to define trigger conditions for the search result feature.
Implemented modules to compare the encoded configuration against search result elements.
C++, Protocol Buffers, Bazel
2022 ICPC Asia Seoul Preliminary Contest 63rd place (Team AMUMAL)
2022 Google Code Jam to I/O for Women World 327th / Korea 8th place
2021 ICPC Asia Seoul Preliminary Contest 62nd place (Team BangDream)
2021 Winter Sinchon University Association Programming Contest (SUAPC) 4th place (Team Terra)
2020 Sogang Programming Contest – Master Division 2nd place
2020 ICPC Asia Seoul Preliminary Contest 76th place (Team Terra)
2020 Summer Sinchon University Association Programming Contest (SUAPC) Division 2 1st place (Team Terra)
Term project for the Introduction to Recommendation Systems course.
Performed feature engineering to extract and optimize song metadata and user-song interaction history.
Trained a LightGBM model to predict whether a user would listen to a song again.
[Code]
Term project for the Deep Learning for Music and Audio course.
Developed a CNN model to classify K-pop songs by record label and release year using songs released by major labels (SM, YG, JYP, and HYBE).
[Code]
Term project in Capstone Design II course.
Develop an image generation model that incorporates text descriptions with scribble-based guidance that defines object size, place, and direction.
Provide a web application service for easy usage of the model.
Selected as one of the top 17 teams out of 51, advancing to the final round at the Sogang Convergence Technology Contest.
Participated as a researcher, writing code to efficiently compare existing models in experiments.
Led the project as the team leader of five members, conducting weekly team meetings and taking charge of communications with external parties.
Designed and created a demo video of the web application.
Organized The 2021 Sogang Programming Contest, engaging 83 participants.
Coordinated and managed 4 academic courses, including 32 lectures.
Basic, Intermediate, and Advanced Lectures on Data structures and algorithms
Basic C++ for algorithms problem solving
Organized 23 mini-contests and engaged 388 participants to enhance competitive programming skills.
Participated in organizing the Sogang Programming Contest and Clean Water Cup, engaging 347 participants in total.
Consulted on various activities, including sponsorship outreach, recruitment, academic studies, and mini-contests.
We organized the contests following the ICPC (International Collegiate Programming Contest) format.
"Annotator Subjectivity in the MusicCaps dataset" (poster presentation)
Jul. 20, 2023
"I'm Such a Good Surfer: Riding the Waves of College Life"
Feb. 14, 2022
Fall 2024
Winter 2022, Winter 2021
2021 Spring Basic Algorithms Course: Delivered 2nd, 4th, and 6th lectures.
2021 Winter Basic C++ Course: Delivered 3rd, 5th, and 6th lectures.
Invited as a guest performer
Performed violin cover medley of timeless Korean pop hits: "붉은 노을," and "그대에게"
Nov. 7, 2024
Invited as a guest performer
Performed violin cover medleys of K-pop hits:
Medley 1: "첫 만남은 계획대로 되지 않아" and "한 페이지가 될 수 있게"
Medley 2: "Shut Down," "Hype Boy," and "사건의 지평선"
Nov. 2, 2024
Performed violin cover medley of 90's Korean pop hits: "잘못된 만남," "버스 안에서," "검은 고양이 네로," and "Poison"
Performed violin cover medleys of K-pop hits: "Shut Down," "Hype Boy," and "사건의 지평선"
Participated in 'Sogang's Got Talent' contest and won 3rd prize.
Sep. 28, 2024
Performed violin cover medley of K-pop hits: "Shut Down," "Hype Boy," and "Ditto"
Nov. 28, 2023
Performd "Méditation" from Thaïs by Jules Massenet
Nov. 29, 2022
TOEIC: 935
Python, C/C++, PyTorch, TensorFlow
Data Structures, Algorithms, Problem Solving (Codeforces Expert)
Music Information Retrieval, Machine Learning, Software Engineering
English (Proficient)
Korean (Native)
