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CV

  • Main Field of Study

    • Analysis of Financial Data

    • Anomaly Detection in Finance

    • Management investment portfolio

  • Level of Education

    • [UNIST] Master's Course of Business Analysis (2023.02 ~)

    • [Ulsan of University] Bachelor of Business Administration in Management (GPA : 4.07/4.5)

    • [Ulsan of University] micro-specialized-major : Basic of Public • Welfare Business Administration

  • Scholarship

    • [UNIST] 융합경영대학원장학금 (2023-1, 2023-2)

    • [(재) Chungsoo Scholarship Foundation] 정수장학회장학 (Sophomore ~ Senior)

    • [Ulsan of University] 성적우수역량강화장학 (Freshman - Second Semester)

  • Award

  • Experiences

    • [UNIST] AICP: 신경망 모형을 활용한 투자 포트폴리오 개발 (2023.04.01 ~ 2023.12.31)

    • [반장, 우수 교육생] 알파코 딥러닝 개발 부트 캠프 2기 (2022.03.07 ~ 2022.09.06)

    • DSAC 전문교육훈련과정 수료 (2021.09.13 ~ 2021.10.08)

    • [오픈 캠퍼스] 한국산업인력공단 (2021.08.25 ~ 2021.08.31)

    • [울산대학교 경영대학 경영학부] 시장분석 전문가 양성 산학연계 과정 수료 (2020)

    • [체험형 인턴] 한국석유공사 기획예산처 (2020.06.29 ~ 2020.07.24)

  • Tech Stack




Study Log

Skill Content
Steck R / MySQL / Pytorch / Hugging Face / Flask / HTML & CSS
Domain Quant / Statistics / NLP / Time Series / Audio
etc Algorithm / Web Crawling / Unsupervised Learning

Works

  • If you want My Significant Works, Please check pinned repositories

2024

Project Month Skill
[DACON] AI hackathon on customer loan grading
(Classification in Loan Grade)
Jan XGBoost, Derived Variable

2023

Project Month Skill
[UNIST] Halloween Effect in KOSPI 200
(Time Series Analysis in KOSPI 200)
Dec Normality Test, Unit-root Test, ACF & PACF, t-Test, Linear Regression Analysis
[AICP] Portfolio Strategy Development using Neural Networks
(Momentum Portfolio with Neural Networks)
Apr ~ Dec PCA, Local-Outlier-Factor, Isolation-Forest, Auto-Encoder, VAE, Deep-SVDD
[DACON] 4th DACrew supporters
(Anomaly Detection in Credit Card)
Feb pyod, Isolate-Forest, Elliptic-Envelope, Auto-Encoder, Sparse-PCA, Sparse-Random-Projection, Fast-ICA
[DACON] Breakdown in Machine
(Anomaly Detection in Audio)
Jan librosa, SparsePCA, RobustScaler, LOF

2022

Project Month Skill Project Month Skill
[Kaggle] Scrabble Player Rating Dec LGBM, Optuna, GroupKFold Chat Bot Jun Transformer, BERT
[Dacon] JeJu Traffic Oct Catboost, Optuna, Stacking Ensemble Pneumonia Detection May YOLO V3 • V4
Chat Bot Jul Poly Encoder Mask Detection May Resnet50, Fine Tuning
Text Summarization Jun KoBART, Easy Data Augmentation(EDA) Laundry Detergent Review May Logistic, XGB, RandomForest, Crawling
Text Classification Jun BERT, ROBERT, Back Translation Best Seller Apr RandomForest, Crawling, EDA

My goal in studying


스크린샷 2023-02-27 01 02 01

Namwoo Kwon's Projects

ai-tech-interview icon ai-tech-interview

👩‍💻👨‍💻 AI 엔지니어 기술 면접 스터디 (⭐️ 1k+)

applied-ml icon applied-ml

📚 Papers & tech blogs by companies sharing their work on data science & machine learning in production.

awesome-quant icon awesome-quant

A curated list of insanely awesome libraries, packages and resources for Quants (Quantitative Finance)

best-of-ml-python icon best-of-ml-python

🏆 A ranked list of awesome machine learning Python libraries. Updated weekly.

daily icon daily

Are you an early 🐤 or a night 🦉? Let's check out in gist

deep-learning-time-series icon deep-learning-time-series

List of papers, code and experiments using deep learning for time series forecasting (Alro10 / deep-learning-time-series))

freeml icon freeml

A List of Data Science/Machine Learning Resources (Mostly Free)

portfolio icon portfolio

These are the data science and deep learning engineering works that I have done so far.

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