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welovecherry/README.md

Hi there! πŸ‘‹ I'm Jungmin

English | ν•œκ΅­μ–΄

English

πŸš€ About Me

I'm a Software Engineer with a solid foundation in Computer Science fundamentals and a growing passion for AI/ML and MLOps.
My journey began with rigorous training in C/C++ for 2 years,
building strong problem-solving skills and deep understanding of system-level programming.

Currently transitioning into the exciting world of Machine Learning Operations (MLOps) and AI development,
combining my solid programming foundation with cutting-edge technologies.

πŸ’» Tech Stack

Core Programming Languages:
C C++ Python JavaScript

AI/ML & Data Science:
Jupyter TensorFlow MLOps

Tools & Technologies:
Git Docker Shell

πŸ“Š GitHub Stats

GitHub Stats

Top Languages

πŸ’» Tech Stack

  • C (Systems Programming Basics)
    Implemented low-level features such as pointers, memory management, and system calls

    • Covered string manipulation, buffering, and file descriptors (get_next_line, libft)

    In the (minishell) project, I built my own shell that behaves like bash,
    implementing command execution, redirection (<, >), and pipe (|) features

  • C++ (Object-Oriented Design and Memory Safety)
    Applied class inheritance, abstraction, exception handling, and operator overloading
    β†’ Designed polymorphic structures and implemented memory-safe components (cpp04~cpp09)

  • Python (Data Processing and Automation)
    Worked on end-to-end automation including data analysis, machine learning, and API development
    β†’ Built full ML pipelines from preprocessing to visualization, training, and model serving

  • JavaScript (Frontend & Interactivity)
    Utilized for integrating web UI, API requests, and simple data visualization
    β†’ Applied in dashboard development and frontend interaction (e.g., Streamlit integration)


πŸ’‘ AI/ML & Data Science

  • Experience in data preprocessing and analysis using Python
    Built pipelines for handling time-series data and generating personalized recommendations

  • Experience in web-based data visualization
    Designed and implemented interactive dashboards for presenting analysis results


πŸ› οΈ MLOps

  • Model serving and API development
    Integrated ML models into real-world services with real-time prediction via REST APIs

  • Containerization and automated deployment
    Used Docker and CI/CD pipelines to maintain consistency across development and production

  • Cloud-based system operations
    Deployed and operated services using AWS, leveraging EC2 and S3 for infrastructure


🎯 Learning Journey

πŸ—οΈ Solid Foundation (2022–2024)

  • Completed 2 years of structured C/C++ programming
  • Graduated from the 42 Seoul curriculum
  • Studied key computer science concepts:
    • Data Structures & Algorithms
    • Memory Management
    • System Programming
    • Multithreading & Concurrency

πŸ€– Transition to AI/ML (2024–Present)

  • Studied Machine Learning and Deep Learning
  • Explored practical MLOps tools and cloud deployment strategies
  • Developed intelligent trading systems
  • Built AI applications (e.g., Bithumb trading automation bot)

🌟 Featured Projects

  • MLOps Cloud Project – Cloud-based ML pipeline with automated deployment
  • AI Trading Bot – Intelligent cryptocurrency trading system
  • Fractal & Raycasting Game Renderer – Implemented Julia/Mandelbrot fractals and map parsing in C
  • System Programming – Built shell, memory allocator, and essential utilities

ν•œκ΅­μ–΄

πŸš€ μ†Œκ°œ

μ•ˆλ…•ν•˜μ„Έμš”! μ €λŠ” 컴퓨터 μ‚¬μ΄μ–ΈμŠ€μ˜ νƒ„νƒ„ν•œ 기초λ₯Ό λ°”νƒ•μœΌλ‘œ AI/MLκ³Ό MLOps λΆ„μ•Όλ‘œ μ„±μž₯ν•˜κ³  μžˆλŠ” μ†Œν”„νŠΈμ›¨μ–΄ μ—”μ§€λ‹ˆμ–΄μž…λ‹ˆλ‹€.

2λ…„κ°„ C/C++λ₯Ό μ§‘μ€‘μ μœΌλ‘œ ν•™μŠ΅ν•˜λ©° 문제 ν•΄κ²° λŠ₯λ ₯κ³Ό μ‹œμŠ€ν…œ ν”„λ‘œκ·Έλž˜λ°μ— λŒ€ν•œ κΉŠμ€ 이해λ₯Ό μŒ“μ•˜μŠ΅λ‹ˆλ‹€.
ν˜„μž¬λŠ” μ΄λŸ¬ν•œ ν”„λ‘œκ·Έλž˜λ° 기초λ₯Ό λ°”νƒ•μœΌλ‘œ MLOps와 AI 개발의 μ„Έκ³„λ‘œ μ „ν™˜ν•˜κ³  μžˆμŠ΅λ‹ˆλ‹€.

πŸ’» 기술 μŠ€νƒ

Core Programming Languages:
C C++ Python JavaScript

AI/ML & Data Science:
Jupyter TensorFlow MLOps

Tools & Technologies:
Git Docker Shell

πŸ’» 기술 μŠ€νƒ μ„€λͺ…

  • C (μ‹œμŠ€ν…œ ν”„λ‘œκ·Έλž˜λ°μ˜ 기초)

    • 포인터, λ©”λͺ¨λ¦¬ 관리, μž…μΆœλ ₯ μ‹œμŠ€ν…œ ν˜ΈμΆœμ„ 직접 κ΅¬ν˜„
    • λ¬Έμžμ—΄ 처리, 버퍼링, 파일 λ””μŠ€ν¬λ¦½ν„° λ‹€λ£Έ (get_next_line, libft, ft_printf)
    • minishell ν”„λ‘œμ νŠΈμ—μ„œλŠ” bash처럼 λ™μž‘ν•˜λŠ” λ‚˜λ§Œμ˜ 셸을 λ§Œλ“€μ—ˆκ³ , λͺ…λ Ήμ–΄ μ‹€ν–‰, λ¦¬λ‹€μ΄λ ‰μ…˜(<, >), νŒŒμ΄ν”„(|) κΈ°λŠ₯ κ΅¬ν˜„
  • C++ (객체지ν–₯ 섀계와 λ©”λͺ¨λ¦¬ μ•ˆμ „μ„±)
    클래슀 상속, 좔상화, μ˜ˆμ™Έ 처리, μ—°μ‚°μž μ˜€λ²„λ‘œλ”© ν™œμš©
    β†’ λ‹€ν˜•μ„± ꡬ쑰 섀계 및 λ©”λͺ¨λ¦¬ μžλ™ 관리 κ΅¬ν˜„ (cpp04~cpp09)

  • Python (데이터 μ²˜λ¦¬μ™€ μžλ™ν™”)
    데이터 뢄석, λ¨Έμ‹ λŸ¬λ‹, API μ„œλ²„ κ΅¬μ„±κΉŒμ§€ μ „λ°˜μ  업무 μžλ™ν™”
    β†’ μ „μ²˜λ¦¬Β·μ‹œκ°ν™”Β·λͺ¨λΈ ν•™μŠ΅Β·μ„œλΉ™κΉŒμ§€ ν•œ 사이클 κ΅¬ν˜„ (ML νŒŒμ΄ν”„λΌμΈ)

  • JavaScript (ν”„λ‘ νŠΈμ—”λ“œμ™€ μƒν˜Έμž‘μš©)
    μ›Ή UI 연동, API 호좜, κΈ°λ³Έ μ‹œκ°ν™” κ΅¬ν˜„μ— ν™œμš©
    β†’ μ‚¬μš©μ„± ν…ŒμŠ€νŠΈ 및 λŒ€μ‹œλ³΄λ“œ κ°œλ°œμ— 적용 (Streamlit, ν”„λ‘ νŠΈ 연동)


πŸ’‘ AI/ML & 데이터 μ‚¬μ΄μ–ΈμŠ€

  • Python을 ν™œμš©ν•œ 데이터 μ „μ²˜λ¦¬ 및 뢄석 κ²½ν—˜
    μ‹œκ³„μ—΄ 데이터λ₯Ό 닀루고, μ‚¬μš©μž λ§žμΆ€ν˜• μΆ”μ²œμ„ μœ„ν•œ 데이터 νŒŒμ΄ν”„λΌμΈ ꡬ성

  • μ›Ή 기반 데이터 μ‹œκ°ν™” κ²½ν—˜
    뢄석 κ²°κ³Όλ₯Ό μ§κ΄€μ μœΌλ‘œ λ³΄μ—¬μ£ΌλŠ” λŒ€μ‹œλ³΄λ“œλ₯Ό μ„€κ³„ν•˜κ³  κ΅¬ν˜„


πŸ› οΈ MLOps

  • λͺ¨λΈ μ„œλΉ™ 및 API 개발 κ²½ν—˜
    예츑 λͺ¨λΈμ„ μ‹€μ œ μ„œλΉ„μŠ€λ‘œ μ—°λ™ν•˜μ—¬ μ‚¬μš©μž μš”μ²­μ— μ‹€μ‹œκ°„ 응닡 제곡

  • μ»¨ν…Œμ΄λ„ˆν™” 및 μžλ™ 배포 κ²½ν—˜
    Docker와 CI/CD νŒŒμ΄ν”„λΌμΈμ„ ν™œμš©ν•˜μ—¬ μΌκ΄€λœ 개발-운영 ν™˜κ²½ μœ μ§€

  • ν΄λΌμš°λ“œ 기반 μ‹œμŠ€ν…œ 운영 κ²½ν—˜
    AWSλ₯Ό ν™œμš©ν•œ 데이터 μ €μž₯, μ• ν”Œλ¦¬μΌ€μ΄μ…˜ 배포, μ„œλΉ„μŠ€ 운영 κ²½ν—˜ 보유

🎯 μ„±μž₯ μ—¬μ •

πŸ—οΈ νƒ„νƒ„ν•œ 기초 λ‹€μ§€κΈ° (2022-2024)

  • 2λ…„κ°„ 체계적인 C/C++ ν”„λ‘œκ·Έλž˜λ° ν•™μŠ΅
  • 42μ„œμšΈ 컀리큘럼 μ™„μ£Ό
  • 컴퓨터 μ‚¬μ΄μ–ΈμŠ€ 핡심 κ°œλ… ν•™μŠ΅:
    • 자료ꡬ쑰 & μ•Œκ³ λ¦¬μ¦˜
    • λ©”λͺ¨λ¦¬ 관리
    • μ‹œμŠ€ν…œ ν”„λ‘œκ·Έλž˜λ°
    • λ©€ν‹°μŠ€λ ˆλ”© & λ™μ‹œμ„±

πŸ€– AI/ML둜의 μ „ν™˜ (2024-ν˜„μž¬)

  • λ¨Έμ‹ λŸ¬λ‹κ³Ό λ”₯λŸ¬λ‹ 깊이 μžˆλŠ” ν•™μŠ΅
  • MLOps 싀무와 ν΄λΌμš°λ“œ 배포 탐ꡬ
  • μ§€λŠ₯ν˜• νŠΈλ ˆμ΄λ”© μ‹œμŠ€ν…œ ꡬ좕
  • AI ν”„λ‘œμ νŠΈ 개발 (Bithumb νŠΈλ ˆμ΄λ”© μžλ™ν™” ν”„λ‘œκ·Έλž¨ 개발)

🌟 μ£Όμš” ν”„λ‘œμ νŠΈ

  • MLOps ν΄λΌμš°λ“œ ν”„λ‘œμ νŠΈ - μžλ™ν™”λœ 배포λ₯Ό ν¬ν•¨ν•œ ν΄λΌμš°λ“œ 기반 ML νŒŒμ΄ν”„λΌμΈ
  • AI νŠΈλ ˆμ΄λ”© 봇 - μ§€λŠ₯ν˜• μ•”ν˜Έν™”ν 거래 μ‹œμŠ€ν…œ
  • ν”„λ ‰νƒˆ, λ ˆμ΄μΌ€μŠ€νŒ… 기반 κ²Œμž„ λ Œλ”λ§ κ΅¬ν˜„ - Cμ–Έμ–΄λ‘œ Julia/Mandelbrot ν”„λ ‰νƒˆ κ΅¬ν˜„, λ§΅ νŒŒμ‹±
  • μ‹œμŠ€ν…œ ν”„λ‘œκ·Έλž˜λ° - μ…Έ, λ©”λͺ¨λ¦¬ ν• λ‹Ήμž, 핡심 μœ ν‹Έλ¦¬ν‹°

Pinned Loading

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    Jupyter Notebook 1

  6. ft_transcendence ft_transcendence Public

    JavaScript 1