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๐Ÿ’ฌ Introduction

์ตœ๋ฌธ๋ด‰ (Munbong Choi)

๐Ÿ“š Education and Belong

  • ๊ณ ๋ ค๋Œ€ํ•™๊ต ๋Œ€ํ•™์› ์ „๊ธฐ์ „์ž๊ณตํ•™๋ถ€ ์ปดํ“จํ„ฐ๊ณตํ•™์ „๊ณต ์„๋ฐ•ํ†ตํ•ฉ๊ณผ์ •, ๋ฉ€ํ‹ฐ๋ฏธ๋””์–ด์ •๋ณด์—ฐ๊ตฌ์‹ค (23.03. ~ )
  • ๋™์•„๋Œ€ํ•™๊ต ์ „๊ธฐ์ „์ž์ปดํ“จํ„ฐ๊ณตํ•™๋ถ€ ์ปดํ“จํ„ฐ๊ณตํ•™๊ณผ ํ•™์‚ฌ, ๋ฐ์ดํ„ฐ์‚ฌ์ด์–ธ์Šค์—ฐ๊ตฌ์‹ค(17.03. ~ 23.02)
  • Multimedia Information Laboratory, Korea University School of Electrical Engineering, Computer Engineering Major, Integrated Master's and Doctorate Program (23.03. ~ )
  • Data Science Laboratory, Donga University, Department of Computer Engineering, B.S (17.03. ~ 23.02)

๐ŸŒฑ Interest

  • Multivariate Timeseries Forecasting and Imputation.
  • Pattern Recognize and Analysis.
  • Sound Source Separation.

๐Ÿ–ฅ Skills

    Available language :

    Available Tools and others :

โš“ Military Service

  • ๋Œ€ํ•œ๋ฏผ๊ตญ ํ•ด๊ตฐ ์ž‘์ „์‚ฌ๋ น๋ถ€ ์ œ1ํ•จ๋Œ€ ๊ตฐ์ˆ˜์ „๋Œ€ ๋ณ‘์žฅ ๋งŒ๊ธฐ์ „์—ญ (17.08. ~ 19.06.)
  • Republic of Korea Navy Fleet Command The 1st Fleet Petty Officer Second Class discharged (17.08. ~ 19.06.)

๐Ÿฅ‡ Award

  • ํ•œ๊ตญ์ •๋ณด๊ณผํ•™ํšŒ ํ•œ๊ตญ์ปดํ“จํ„ฐ์ข…ํ•ฉํ•™์ˆ ๋Œ€ํšŒ ์šฐ์ˆ˜๋…ผ๋ฌธ์ƒ (2024)
  • ์ œ10ํšŒ ์‚ฐ์—…ํ†ต์ƒ์ž์›๋ถ€ ๊ณต๊ณต๋ฐ์ดํ„ฐ ํ™œ์šฉ BI ๊ณต๋ชจ์ „ ํ•œ๊ตญ์ „๋ ฅ๊ฑฐ๋ž˜์†Œ ์‚ฌ์žฅ์ƒ, ์‚ฐ์—…ํ†ต์ƒ์ž์›๋ถ€ (2022)
  • ๋™์•„๋Œ€ํ•™๊ต ์กธ์—…์ž‘ํ’ˆ์ „์‹œํšŒ ์šฐ์ˆ˜์ƒ, ๋™์•„๋Œ€ํ•™๊ต (2022)
  • 2021 ์ „๋ ฅ๋ฐ์ดํ„ฐํ™œ์šฉ ์‹ ์„œ๋น„์Šค ๊ฒฝ์ง„๋Œ€ํšŒ ํ•œ๊ตญ์ˆ˜๋ ฅ์›์ž๋ ฅ ์‚ฌ์žฅ์ƒ, ํ•œ๊ตญ์ „๋ ฅ๊ณต์‚ฌ (2021)
  • ๋™์•„๋Œ€ํ•™๊ต ์ฝ”๋”ฉ๊ฒฝ์ง„๋Œ€ํšŒ ์šฐ์ˆ˜์ƒ, ๋™์•„๋Œ€ํ•™๊ต (2020)
  • ๋Œ€ํ•œ๋ฏผ๊ตญ ๋ฒ•๋ฌด๋ถ€ ํ‘œ์ฐฝ์žฅ, ๋ฒ•๋ฌด๋ถ€ (2020)

๐Ÿ“ƒ Papers

International Journal

International Conference

Domestic Journal

Domestic Conference

  • ์ตœ๋ฌธ๋ด‰, ๊น€์€๋นˆ, ์‹ฌ์ข…ํ™”, ํ™ฉ์ธ์ค€. "์†Œ๋ฆฌ ์งˆ์˜์™€ Wave-U-Net์„ ํ™œ์šฉํ•œ ๋ชฉํ‘œ ์†Œ๋ฆฌ ์ถ”์ถœ", ํ•œ๊ตญ์ •๋ณด๊ณผํ•™ํšŒ ํ•œ๊ตญ์ปดํ“จํ„ฐ์ข…ํ•ฉํ•™์ˆ ๋Œ€ํšŒ ํ•™์ˆ ๋ฐœํ‘œ๋…ผ๋ฌธ์ง‘, 2024
  • ์ตœ๋ฌธ๋ด‰, ๊น€์€๋นˆ, ๋ฌธ์žฌ์šฑ, ํ™ฉ์ธ์ค€. "๋™๋ฌผ ์†Œ๋ฆฌ ๋ถ„๋ฆฌ๋ฅผ ์œ„ํ•œ ์ฃผ์˜์ง‘์ค‘ ๊ฒŒ์ดํŠธ ๊ธฐ๋ฐ˜์˜ BioCPPNet",ํ•œ๊ตญ์ •๋ณด๊ณผํ•™ํšŒ ํ•œ๊ตญ์†Œํ”„ํŠธ์›จ์–ด์ข…ํ•ฉํ•™์ˆ ๋Œ€ํšŒ, 2023
  • ๋ฐ•์„ฑ์šฐ, ์ตœ๋ฌธ๋ด‰, ๊น€๋Œ€ํ›ˆ, ์ •์ข…๊ท , ํ™ฉ์ธ์ค€. "๋ฌธ์„œ ๊ฒ€์ƒ‰ ์—”์ง„์˜ ์„ฑ๋Šฅ ํ–ฅ์ƒ์„ ์œ„ํ•œ ์‹ ์กฐ์–ด ์‚ฌ์ „ ๊ตฌ์ถ• ๊ธฐ๋ฒ•", Korean DataBase Conference, 2023
  • ์ตœ๋ฌธ๋ด‰, ๋ฌธ์žฌ์šฑ, ๋ฐ•์„ฑ์šฐ, ํ™ฉ์ธ์ค€. "MAML ๊ธฐ๋ฐ˜์˜ ์ „๋ ฅ์ˆ˜์š” ์˜ˆ์ธก ๊ธฐ๋ฒ•", ํ•œ๊ตญ์ •๋ณด๊ณผํ•™ํšŒ ํ•œ๊ตญ์ปดํ“จํ„ฐ์ข…ํ•ฉํ•™์ˆ ๋Œ€ํšŒ ํ•™์ˆ ๋ฐœํ‘œ๋…ผ๋ฌธ์ง‘, 2023
  • ์ด์ง€ํ›ˆ, ์ตœ๋ฌธ๋ด‰, ๋ฐ•๊ฒฝ์šฉ, ์ฒœ์„ธ์ง„, ๋ฐ•ํ˜œ๋ฆฌ. "์Šค๋งˆํŠธ ์ปจ์Šˆ๋จธ๋ฅผ ์œ„ํ•œ ์ „๋ ฅ ๊ด€๋ฆฌ ๋ถ„์„ ๋ฐ ์ œ์•ˆ ์„œ๋น„์Šค ํ”Œ๋žซํผ ์„ค๊ณ„", ํ•œ๊ตญ์กฐ๋ช…ยท์ „๊ธฐ์„ค๋น„ํ•™ํšŒ ํ•™์ˆ ๋Œ€ํšŒ๋…ผ๋ฌธ์ง‘, 2021

๐Ÿ’พ Projects

ํ•ด๋‹น ํ”„๋กœ์ ํŠธ ๋ฐ ์—ฐ๊ตฌ์— ์ฐธ์—ฌํ–ˆ์œผ๋‚˜, ๋ณด์•ˆ์ƒ์˜ ์ด์œ ๋กœ ๋ ˆํฌ์ง€ํ† ๋ฆฌ์— ์—…๋กœ๋“œ ๋ฐ ์—…๋ฐ์ดํŠธ ๋˜์ง€ ์•Š์•˜์Šต๋‹ˆ๋‹ค.
  1. ์†Œ๋ฆฌ ์งˆ์˜์™€ Wave-U-Net์„ ํ™œ์šฉํ•œ ๋ชฉํ‘œ ์†Œ๋ฆฌ ์ถ”์ถœ (2024)
    • ๊ธฐ์กด ์ŠคํŽ™ํŠธ๋กœ๊ทธ๋žจ์œผ๋กœ ์ธํ•ด ๋ฐœ์ƒํ•˜๋Š” ํ•œ๊ณ„๋ฅผ ๊ทน๋ณตํ•˜๊ธฐ ์œ„ํ•œ ์‹ ๊ทœ Wave-U-Net ๋ชจ๋ธ ๊ฐœ๋ฐœ
    • Python Target Sound Extraction Deep Learning

  2. ๋™๋ฌผ ์†Œ๋ฆฌ ๋ถ„๋ฆฌ๋ฅผ ์œ„ํ•œ ์ฃผ์˜์ง‘์ค‘ ๊ฒŒ์ดํŠธ ๊ธฐ๋ฐ˜์˜ BioCPPNet (2024)
    • Retrieval-Augmented Generation์„ ์ ์šฉํ•œ LLM์„ ์œ„ํ•œ ๋ฐ์ดํ„ฐ ๊ตฌ์ถ• ๋ฐ ํ• ๋ฃจ์‹œ๋„ค์ด์…˜ ๋ฐฉ์ง€ ๊ธฐ๋ฒ•
    • Python Large Language Model Deep Learning

  3. ์ˆœ์„œํ•™์Šต์„ ์œ„ํ•œ ์ธ๊ณต์ง€๋Šฅ์šฉ ๋ฐ์ดํ„ฐ๋ฒ ์ด์Šค ๊ตฌ์ถ• (2023)
    • ์ˆœ์„œํ•™์Šต์„ ์œ„ํ•œ ๋ฐ์ดํ„ฐ๋ฒ ์ด์Šค ๊ตฌ์ถ• ๋ฐฉ์•ˆ ๋ฐ ๊ตฌํ˜„
    • Python Database Full Stack

  4. ๋™๋ฌผ ์†Œ๋ฆฌ ๋ถ„๋ฆฌ๋ฅผ ์œ„ํ•œ ์ฃผ์˜์ง‘์ค‘ ๊ฒŒ์ดํŠธ ๊ธฐ๋ฐ˜์˜ BioCPPNet (2023)
    • ๋™๋ฌผ ์†Œ๋ฆฌ๋ฅผ ๋” ์ •ํ™•ํ•˜๊ฒŒ ๋ถ„๋ฆฌํ•˜๊ธฐ ์œ„ํ•œ BioCPPNet ๊ธฐ๋ฐ˜์˜ ๋™๋ฌผ ์†Œ๋ฆฌ ๋ถ„๋ฆฌ ๊ธฐ๋ฒ•
    • Python Sound Separation Deep Learning

  5. ChatGPT ๊ธฐ๋ฐ˜์˜ ๋™์˜์–ด ์‚ฌ์ „ ๊ตฌ์ถ• ์‹œ์Šคํ…œ ๋ฐ ์‹ ๊ทœ ์„ฑ๋Šฅ์ง€ํ‘œ ๊ฐœ๋ฐœ (2023)
    • LLM๋ชจ๋ธ์ธ chatGPT๋ฅผ ํ™œ์šฉํ•˜์—ฌ ๊ฒ€์ƒ‰์—”์ง„์— ์‚ฌ์šฉ๋˜๋Š” ๋™์˜์–ด ์‚ฌ์ „์„ ๊ตฌ์ถ•ํ•˜์—ฌ ๊ฒ€์ƒ‰์„ฑ๋Šฅ์„ ๊ฐœ์„ ํ•˜๊ณ  ๋™์˜์–ด์‚ฌ์ „ ์„ฑ๋Šฅ์ด ๋ฐ˜์˜๋˜๋Š” ์‹ ๊ทœ ์„ฑ๋Šฅ์ง€ํ‘œ ๊ฐœ๋ฐœ
    • Python Large Language Model Natural Language Processing Deep Learning

  6. MAML๊ธฐ๋ฐ˜์˜ ์ „๋ ฅ์ˆ˜์š” ์˜ˆ์ธก ๊ธฐ๋ฒ• (2023)
    • ๋ฐ์ดํ„ฐ ๋ถ€์กฑ์œผ๋กœ ์ธํ•ด ๋ฐœ์ƒํ•˜๋Š” ๋”ฅ๋Ÿฌ๋‹์˜ ๋ฌธ์ œ๋ฅผ MAML๋กœ ๊ฐœ์„ ํ•˜์—ฌ ๋”ฅ๋Ÿฌ๋‹ ์ „๋ ฅ์ˆ˜์š”์˜ˆ์ธก ๊ธฐ๋ฒ•์— ์ ์šฉํ•˜์—ฌ ์ •ํ™•๋„ ํ–ฅ์ƒ
    • Python Meta Learning Model-agnostic Meta Learning for Fast Adaptation of Deep Networks Deep Learning AI Development

  7. CNN์„ ํ™œ์šฉํ•œ ์ด๋ฏธ์ง€ ํ•ด์ƒ๋„ ํ–ฅ์ƒ ๊ธฐ๋ฒ• (2022)
    • ๋‹จ์ˆœํžˆ ํ”ฝ์…€์˜ ๊ฐœ์ˆ˜๋ฅผ ๋Š˜๋ฆฌ๊ณ  ์ฃผ๋ณ€์— ์žˆ๋Š” ์ƒ‰์ƒ์œผ๋กœ ํ”ฝ์…€์„ ์ฑ„์šฐ๋Š” ๊ธฐ์กด ๋ฐฉ๋ฒ•์˜ ํ•œ๊ณ„๋กœ ์ธํ•ด ๋ฐœ์ƒํ•˜๋Š” ์ด๋ฏธ์ง€์˜ ์ˆ˜์ฑ„ํ™”ํ˜„์ƒ์„ ๊ฐœ์„ ํ•˜๊ธฐ ์œ„ํ•ด Convolution Neural Network ๊ธฐ๋ฐ˜์˜ Super Resolution ๊ธฐ๋ฒ• ๊ฐœ๋ฐœ
    • Python Convolution Neural Network Deep Learning AI Development

  8. CRNN์„ ํ™œ์šฉํ•œ ์ด๋ฏธ์ง€ ๋‚ด ํ…์ŠคํŠธ ํƒ์ง€ ๋ฐ ์ธํŽ˜์ธํŒ… ๋ฐฉ์•ˆ (2022)
    • ํƒ€ ๊ตญ๊ฐ€์—์„œ ๊ตญ๋‚ด๋กœ ์ œํ’ˆ์ด ์ˆ˜์ž…๋  ๋•Œ, ์ค‘๊ตญ์–ด, ์ผ๋ณธ์–ด ๋“ฑ์œผ๋กœ ์ž‘์„ฑ๋˜์–ด ์žˆ๋Š” ์ด๋ฏธ์ง€์— ์กด์žฌํ•˜๋Š” ์™ธ๊ตญ์–ด๋ฅผ CRNN์„ ํ†ตํ•ด ํƒ์ง€ํ•˜๊ณ  ์ œ๊ฑฐ, ์ธํŽ˜์ธํŒ… ์‹œ์Šคํ…œ ๊ฐœ๋ฐœ
    • Python Convolution Recurrent Neural Network Deep Learning AI Development

  9. ์ˆœํ™˜์‹ ๊ฒฝ๋ง ๊ธฐ๋ฐ˜ ์‹ ๋ขฐ์ ์ธ tou์š”๊ธˆ์ œ ์„œ๋น„์Šค (2022)
    • ์ „๋ ฅ๋ฐ์ดํ„ฐ์˜ ๋ˆ„๋ฝ์œผ๋กœ ์ธํ•ด ๋ฐœ์ƒํ•˜๋Š” TOU ์š”๊ธˆ์ œ์˜ ๋ฌธ์ œ์ ์„ ์ตœ์‹  RNN ๋ชจ๋ธ์„ ํ†ตํ•ด ์ „๋ ฅ๋ฐ์ดํ„ฐ๋ฅผ ๋ณด๊ฐ„ํ•จ์œผ๋กœ์จ ํ•ด๊ฒฐํ•˜์—ฌ TOU ์š”๊ธˆ์ œ์˜ ์‹ ๋ขฐ๋„ ํ–ฅ์ƒ
    • ์กธ์—…์ž‘ํ’ˆ์ „์‹œํšŒ ์šฐ์ˆ˜์ƒ
    • Python Multi-directional Recurrent Neural Network Deep Learning AI Development Fullstack Development

  10. ์ˆœํ™˜์‹ ๊ฒฝ๋ง์„ ํ™œ์šฉํ•œ ์‚ฌ์šฉ์ž ๋งž์ถค ์ „๋ ฅ๊ด€๋ฆฌ ๋ถ„์„ ์„œ๋น„์Šค ํ”Œ๋žซํผ ๊ฐœ๋ฐœ (2021)
    • ์‚ฌ์šฉ์ž๋ณ„ ๋‹ค๋ฅธ ์ „๋ ฅ์ˆ˜์š”๋ฅผ ์˜ˆ์ธกํ•˜๊ณ , ์ „๊ธฐ์†Œ๋น„๋ฅผ ์ค„์—ฌ์ฃผ๋Š” ์„œ๋น„์Šค๋ฅผ ๊ฐœ๋ฐœํ•˜๊ธฐ ์œ„ํ•ด ํ•œ๊ตญ์ „๋ ฅ๊ณต์‚ฌ ๋ฐ์ดํ„ฐ์„ผํ„ฐ์˜ ์ „๋ ฅ๋ฐ์ดํ„ฐ์™€ LSTM์„ ์‚ฌ์šฉํ•˜์—ฌ ์‚ฌ์šฉ์ž ๋งž์ถค ์ „๋ ฅ๊ด€๋ฆฌ ๋ถ„์„ ์„œ๋น„์Šค ๊ฐœ๋ฐœ
    • ์•ˆ๋“œ๋กœ์ด๋“œ ๋ฒ„์ „ ๊ฐœ๋ฐœ ์™„๋ฃŒ (๋ฐฐํฌX)
    • 2021 ์ „๋ ฅ๋ฐ์ดํ„ฐํ™œ์šฉ ์‹ ์„œ๋น„์Šค ๊ฒฝ์ง„๋Œ€ํšŒ ํ•œ๊ตญ์ˆ˜๋ ฅ์›์ž๋ ฅ ์‚ฌ์žฅ์ƒ
    • Python React Flask Deep Learning Long-Short Term Memory Time Series Forecasting AI Development Fullstack Development

  11. RPA๋ฅผ ํ™œ์šฉํ•œ ์žฌ๋‚œ๋Œ€ํ”ผ์‹œ์Šคํ…œ (2021)
    • ๋™์•„๋Œ€ LINK+ ์‚ฌ์—…๋‹จ ์—ฐ๊ณ„, ๊ธฐ์กด ์žฌ๋‚œ๋ฌธ์ž์˜ ๋Œ€ํ”ผ๋ฐฉ๋ฒ• ์•ˆ๋‚ด ๋ฐ ์‚ฌ์šฉ์ž์ฃผ๋ณ€์˜ ๋Œ€ํ”ผ์†Œ ์•ˆ๋‚ด์— ๋Œ€ํ•œ ํ•œ๊ณ„๋ฅผ ๊ทน๋ณตํ•˜๊ธฐ ์œ„ํ•ด RPA๋ฅผ ํ™œ์šฉํ•˜์—ฌ ์žฌ๋‚œ๋ณ„ ๋Œ€ํ”ผ๋ฐฉ๋ฒ• ๋ฐ ์‚ฌ์šฉ์ž ์ฃผ๋ณ€ ๋Œ€ํ”ผ์žฅ์†Œ ์•ˆ๋‚ด ์‹œ์Šคํ…œ ๊ฐœ๋ฐœ
    • ์•ˆ๋“œ๋กœ์ด๋“œ ๋ฐ IOS ๋ฒ„์ „ ๊ฐœ๋ฐœ ์™„๋ฃŒ (๋ฐฐํฌX)
    • Python Robotic Process Automation Real-Time Processing Fullstack Development

  12. ๋””์Šค์ด์ฆˆ ์–ดํ”Œ๋ฆฌ์ผ€์ด์…˜ ์„œ๋ฒ„๊ฐœ๋ฐœ (2020 ~ 2021)
    • ๋™์•„๋Œ€ ํ•™์šฐ๋“ค์˜ ํŽธ์˜๋ฅผ ์œ„ํ•ด ๊ฐœ๋ฐœ๋œ THISIS ์–ดํ”Œ๋ฆฌ์ผ€์ด์…˜์˜ ์›นํฌ๋กค๋ง ๋ฐ ์„œ๋ฒ„๊ฐœ๋ฐœ
    • PHP Python Server Development

  13. ์œ ๋‹ˆํ‹ฐ ์—”์ง„์„ ์‚ฌ์šฉํ•œ ๊ฒŒ์ž„๊ฐœ๋ฐœ (2019)
    • ์œ ๋‹ˆํ‹ฐ ์—”์ง„์„ ํ™œ์šฉํ•˜์—ฌ PC๊ฒŒ์ž„ ๊ฐœ๋ฐœ
    • Unity C# Game Development

K_Dobby's Projects

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