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Jaejun02/README.md

πŸ‘‹ Hi, I’m Jaejun Shim

πŸŽ“ Third-year undergraduate at the National University of Singapore
πŸ“š Double Major: Data Science & Analytics + Computer Science (AI/ML concentration)
πŸ“Š Passion: Building scalable ML & analytics systems that bridge research and business impact


πŸ”‘ Highlights

  • GIC Internship – Quantitative Strategist (2025)
    Refactored climate alignment pipelines into modular packages, improved runtime by ~40%, and delivered CEO-level risk monitoring outputs.

  • ESG Data Extraction & Performance Analysis
    End-to-end pipeline combining OCR, RAG, and LLM parsing β†’ cut manual due diligence by ~60%, 78.9% accuracy on KPI extraction, Dockerized workflows, live Power BI dashboards.

  • Toxic Comment Projects

    • Classifier (DistilBERT): Fine-tuned model reaching 0.947 F1 on 150K samples.
    • FastAPI Service: Deployed a REST API supporting 1,000-char inputs with feedback monitoring to simulate real-world robustness.

πŸ“Œ Pinned Projects

πŸ‘‰ ESG Data Extraction & Analysis – OCR + LLM pipeline, Docker, dashboards
πŸ‘‰ Toxic Comment Classifier – DistilBERT model training & evaluation
πŸ‘‰ Toxic Comment API – FastAPI REST service with monitoring


πŸ› οΈ Tech Stack

Languages: Python, SQL, Java, R
ML/AI: PyTorch, TensorFlow, HuggingFace, Scikit-learn, LLMs (RAG, fine-tuning, prompt engineering)
Data & Tools: FastAPI, Docker, Pandas/NumPy, Power BI, Tableau, Git, Selenium, SQLite


🌐 Connect

LinkedIn β€’ Resume PDF β€’ Email: jaejun.shim@outlook.com

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  1. esg_analysis esg_analysis Public

    Python 1