πŸ“ PROFILE

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κ³Όμ •κ³Ό κ²°κ³Όλ₯Ό κ°κ΄€μ μœΌλ‘œ 바라보고 μžμ‹ μ˜ κΈ°μˆ μ— 큰 애정을 가지며 κ²Έμ†νžˆ 갈고 λ‹¦μ•„μ•Όν•œλ‹€κ³  μƒκ°ν•©λ‹ˆλ‹€.
곡학과 λΉ„μ¦ˆλ‹ˆμŠ€μ˜ μ‹œμ•Όμ—μ„œ λ‚˜μ˜ 기술과 μ•ˆλͺ©μ„ ν‚€μš°λŠ” 것을 지ν–₯ν•©λ‹ˆλ‹€.

πŸŽ“ EDUCATION

  • κ³ λ €λŒ€ν•™κ΅ μ‚°μ—…κ²½μ˜κ³΅ν•™κ³Ό 석박사 톡합과정; Advisor: Taesu Cheong (2022.03 ~ ing)
  • ν•œκ΅­κ³΅ν•™λŒ€ν•™κ΅ ITκ²½μ˜ν•™κ³Ό & 컴퓨터곡학과 λ³΅μˆ˜μ „κ³΅; Advisor: Jaeseok Huh (2016.03 ~ 2022.02)

πŸ’Ό ORGANIZATION


πŸ“ƒ JOURNAL PAPERS

  • Ko, Gwangjong., Huh, Jaeseok*. A Metaheuristic-Based Weight Optimization for Robust Deep Reinforcement Learning in Continuous Control, Work in Process
  • Ko, Gwangjong., Huh, Jaeseok*. (2022), An Effective Hybrid Metaheuristic Algorithm for Weight Optimization of Artificial Neural Networks, Journal of the Korean Institute of Industrial Engineers, 48(2), 227-234. (KCI)

πŸ“Š CONFERENCE PROCEEDINGS

  • Ko, Gwangjong., Kang, Woong., Cheong, Taesu*. (2022), Comparison of Metaheuristic Approaches in Flexible Job-Shop Scheduling Problems, Proceedings on the Korean Operations and Management Science Society Conference, In press
  • Kang, Sungho., Choi, In-chan*., Cheong, Taesu*., Ko, Gwangjong., Kim, Haneul. (2022), Reinforcement Learning with Quantum Circuit, Informs Annual Meeting, In press
  • Ko, Gwangjong., Huh, Jaeseok*. (2022), Particle Swarm Opitmization-Based Deep Reinforcement Learning for Robust Optimization of Policy Network, Proceedings of Korean Intitute of Industrial Engineers Conference, 1639-1646
  • Ko, Gwangjong., Kim, Dasol., Huh, Jaeseok*. (2021), Deep Learning-Based Cryprocurrency Price Prediction Using Social Sentiment Data, Proceedings of KIIT Conference, 36-39.
  • Ko, Gwangjong., Kim, Dasol., Huh, Jaeseok*. (2021), An Effective Hybrid Metaheuristic Algorithm for Weight Optimization of Artificial Neural Networks, Proceedings of Korean Institute of Industrial Engineers Conference, 3390-3390.

πŸ’‘ PATENTS

  • κ³ κ΄‘μ’…, ν—ˆμž¬μ„, "ν•˜μ΄λΈŒλ¦¬λ“œ λ©”νƒ€νœ΄λ¦¬μŠ€ν‹± μ•Œκ³ λ¦¬μ¦˜μ„ μ΄μš©ν•œ 인곡 μ‹ κ²½λ§μ˜ κ°€μ€‘μΉ˜λ₯Ό μ΅œμ ν™”ν•˜λŠ” 방법 및 μž₯치", 10-2021-0148902, 2021.11.02 μΆœμ›.
  • κ³ κ΄‘μ’…, ν—ˆμž¬μ„, "ν•˜μ΄λΈŒλ¦¬λ“œ λ©”νƒ€νœ΄λ¦¬μŠ€ν‹± μ•Œκ³ λ¦¬μ¦˜μ„ μ΄μš©ν•œ 인곡 μ‹ κ²½λ§μ˜ κ°€μ€‘μΉ˜λ₯Ό μ΅œμ ν™”ν•˜κΈ° μœ„ν•œ ꡰ집 λ©”λͺ¨λ¦¬ μž₯치 및 이의 λ™μž‘ 방법", 10-2021-0148903, 2021.11.02 μΆœμ›.

πŸ“– TEACHING EXPERIENCES

ν•œκ΅­κ³΅ν•™λŒ€ν•™κ΅ 파뿌리(파이썬 λΏŒμ‹œλŠ” μ΄μ‹­λŒ€λ“€) 재λŠ₯기뢀비ꡐ과 κ°•μ’Œ 1 ~ 3κΈ°


πŸš€ PROJECTS

μ†Œμ…œ 감성 데이터λ₯Ό μ΄μš©ν•œ λ”₯λŸ¬λ‹ 기반 가상화폐 가격 예츑 λͺ¨λΈ[...]

  • 2020.08. ~ 2021.08
  • BERTλ₯Ό 톡해 가상화폐 κ΄€λ ¨ ν…μŠ€νŠΈ 데이터λ₯Ό λ…λ¦½λ³€μˆ˜λ‘œ λ³€ν™˜, λ³€ν™˜λœ λ³€μˆ˜λ₯Ό 가상화폐 가격 μ˜ˆμΈ‘μ— μ΄μš©ν•˜λŠ” ν”„λ ˆμž„μ›Œν¬ κ³ μ•ˆ
  • ν•œκ΅­κ³΅ν•™λŒ€ν•™κ΅ μΊ‘μŠ€ν†€ λ””μžμΈ ν”„λ‘œμ νŠΈ(쑸업연ꡬ), 2021 λŒ€ν•œμ‚°μ—…κ³΅ν•™νšŒ λŒ€ν•™μƒ 산업곡학 κ²½μ§„λŒ€νšŒ μž₯렀상 μˆ˜μƒ, 2021 ν•œκ΅­μ •λ³΄κΈ°μˆ ν•™νšŒ μΆ”κ³„μ’…ν•©ν•™μˆ λŒ€νšŒ λ°œν‘œ

NS SHOP+ νŒλ§€μ‹€μ  μ˜ˆμΈ‘μ„ ν†΅ν•œ ν™ˆμ‡Όν•‘ λ°©μ†‘νŽΈμ„± μ΅œμ ν™” λ°©μ•ˆ(λͺ¨ν˜•) λ„μΆœ [...]

  • 2020.07 ~ 2020.12
  • EDA, LGBMκ³Ό Discrete Cuckoo Searchλ₯Ό μ΄μš©ν•œ 졜적 λ°©μ†‘νŽΈμ„±ν‘œ 탐색기 개발
  • 2020 λΉ…μ½˜ν…ŒμŠ€νŠΈ (ν•œκ΅­μ§€λŠ₯μ •λ³΄μ‚¬νšŒμ§„ν₯원 주졜) μš°μˆ˜μƒ μˆ˜μƒ

ν•œκ΅­κ³΅ν•™λŒ€ν•™κ΅ AI 챗봇 γ€Œμ‚°λŒμ΄γ€ [...]

  • 2020.02 ~ 2022.02
  • Kakao open builder, μ›Ήν¬λ‘€λŸ¬, AWS lambdaλ₯Ό μ΄μš©ν•œ 정보 제곡 챗봇(초기 기획/λ””μžμΈ 포함) 개발, 지속가λŠ₯ν•œ μ„œλΉ„μŠ€λ₯Ό μœ„ν•΄ μ‚°λŒνŒ€ 창립
  • μ„œλΉ„μŠ€ μœ μ§€μ€‘ (κ΅¬λ…μž 수 3000λͺ… κ°€λŸ‰), ν•œκ΅­κ³΅ν•™λŒ€ν•™κ΅ 학보 490호 6λ©΄, 509호 6면에 게재

데이터 뢄석 재λŠ₯κΈ°λΆ€ ν”„λ‘œμ νŠΈ γ€ŒνŒŒλΏŒλ¦¬: 파이썬 λΏŒμ‹œλŠ” μ΄μ‹­λŒ€λ“€γ€[...]

  • 1κΈ°: 2019.12 ~ 2020.02; 2κΈ°: 2020.09 ~ 2020.12; 3κΈ°: 2021.07 ~ 2021.12
  • 재λŠ₯κΈ°λΆ€ ν”„λ‘œμ νŠΈλ‘œ μ‹œμž‘, ν•œκ΅­κ³΅ν•™λŒ€ν•™κ΅ 2020-2ν•™κΈ°, 2021-2ν•™κΈ° λΉ„κ΅κ³Όκ°•μ’Œ μ„ μ •
  • 2020 ν•œκ΅­κ³΅ν•™λŒ€ν•™κ΅ 재λŠ₯κ°œλ°œκΈ°λΆ€ν”„λ‘œκ·Έλž¨ λŒ€μƒ μˆ˜μƒ, 2021 ν•œκ΅­κ³΅ν•™λŒ€ν•™κ΅ 재λŠ₯κ°œλ°œκΈ°λΆ€ν”„λ‘œκ·Έλž¨ μš°μˆ˜μƒ μˆ˜μƒ

진곡챔버 μ˜ˆμ§€λ³΄μ „ μ‹œμŠ€ν…œ γ€ŒVACMA」 [...]

  • 2019.10 ~ 2019.11
  • λ°˜λ„μ²΄ 및 λ””μŠ€ν”Œλ ˆμ΄ dry-etching과정에 μ“°μ΄λŠ” μ§„κ³΅μ±”λ²„μ˜ μ˜ˆμ§€λ³΄μ „ μ†”λ£¨μ…˜ κ³ μ•ˆ
  • 아이디어 수립, 사업화(BM수립, μ‹œμž₯뢄석, ν–₯ν›„λ‘œλ“œλ§΅) 및 λ‘œμΌ“ν”ΌμΉ­ ν”„λ ˆμ  ν…Œμ΄μ…˜
  • 2019 ν•œκ΅­κ³΅ν•™λŒ€ν•™κ΅ μŠ€λ§ˆνŠΈνŒ©ν† λ¦¬ 아이디어 κ²½μ§„λŒ€νšŒ λŒ€μƒ μˆ˜μƒ

λ™λ‚¨γˆœ κ³΅μ •κ³„νš μ΅œμ ν™” 기법 μ œμ•ˆ [...]

  • 2019.10 ~ 2022.02
  • Discrete Cuckoo Searchλ₯Ό 기반으둜 ν•œ Flexible Job-Shop Scheduling Problem μ†”λ£¨μ…˜ 개발
  • 경기도 μ‹œν₯μ‹œμ— μœ„μΉ˜ν•œ μ •λ°€κ°€κ³΅λΆ€ν’ˆ νšŒμ‚¬ λ™λ‚¨γˆœμ˜ κ³΅μ •κ³„νšμ„ 상기 μ†”λ£¨μ…˜μœΌλ‘œ μ ‘κ·Όν•˜λŠ” μ΅œμ ν™” 기법 μ œμ•ˆ
  • 2022 ν•œκ΅­κ³΅ν•™λŒ€ν•™κ΅ μŠ€λ§ˆνŠΈνŒ©ν† λ¦¬ 온라인 ν˜„μž₯닡사 감상 ν›„κΈ° 및 아이디어 곡λͺ¨μ „ λŒ€μƒ μˆ˜μƒ

ν•œκ΅­κ³΅ν•™λŒ€ν•™κ΅ 산업데이터뢄석연ꡬ싀(IDAL) ν™ˆνŽ˜μ΄μ§€ 개발 [...]

  • 2020.05 ~ 2022.02
  • Ruby와 Jekyll을 μ΄μš©ν•œ λž©μ‹€ ν™ˆνŽ˜μ΄μ§€ 단독 개발 및 관리
  • idalab.ac.kr

슀마트 μž„μ‚°λΆ€μ„ μ‹œμŠ€ν…œ γ€ŒBaby Firstγ€κ°œλ°œ [...]

  • 2021.05 ~ 2020.06
  • 아두이노와 μ•ˆλ“œλ‘œμ΄λ“œλ₯Ό μ΄μš©ν•œ μŠ€λ§ˆνŠΈν•œ μž„μ‚°λΆ€μ„ μ‹œμŠ€ν…œ
  • ν•΄λ‹Ή ν”„λ‘œμ νŠΈμ˜ μ•ˆλ“œλ‘œμ΄λ“œ ν΄λΌμ΄μ–ΈνŠΈλΆ€ 개발 μˆ˜ν–‰

🎯 TECHNICAL SKILLS

Programming Language & Framework

  • Python Java C/C++ SQL HTML/CSS/JS
  • Pytorch Tensorflow-Keras Pycaret ...

Others

  • AWS-EC2, Lambda, S3, RDS, ... ...

πŸ† AWARDS

  • ν•œκ΅­κ³΅ν•™λŒ€ν•™κ΅ μŠ€λ§ˆνŠΈνŒ©ν† λ¦¬ 온라인 ν˜„μž₯닡사 감상후기 및 아이디어 μ œμ•ˆ 곡λͺ¨μ „ : λŒ€μƒ (2022.02.09)
  • KPU 재λŠ₯개발 κΈ°λΆ€ ν”„λ‘œκ·Έλž¨ : μš°μˆ˜μƒ(파이썬 데이터뢄석 ν”„λ‘œκ·Έλž˜λ°) (2021.12.22)
  • 2021 KPU μŠ€λ§ˆνŠΈνŒ©ν† λ¦¬ 아이디어 κ²½μ§„λŒ€νšŒ : λŒ€μƒ (2021.11.19)
  • λŒ€ν•œμ‚°μ—…κ³΅ν•™νšŒ 제17회 ν•œκ΅­λŒ€ν•™μƒ μ‚°μ—…κ³΅ν•™ν”„λ‘œμ νŠΈ κ²½μ§„λŒ€νšŒ : μž₯렀상 (2021.11.12)
  • KPU 재λŠ₯개발 κΈ°λΆ€ ν”„λ‘œκ·Έλž¨ : λŒ€μƒ(νŒŒμ΄μ¬μ„ μ΄μš©ν•œ 데이터뢄석 및 챗봇 개발) (2021.01.21)
  • 2020 ν•œκ΅­μ§€λŠ₯μ •λ³΄μ‚¬νšŒμ§„ν₯원 λΉ…μ½˜ν…ŒμŠ€νŠΈ 챔피언리그 : μš°μˆ˜μƒ(λΉ…λ°μ΄ν„°ν¬λŸΌμ˜μž₯상) (2020.12.15)
  • 2020 KPU μŠ€λ§ˆνŠΈνŒ©ν† λ¦¬ 아이디어 κ²½μ§„λŒ€νšŒ : μ΅œμš°μˆ˜μƒ (2020.11.26)
  • DACON 제주 μ‹ μš©μΉ΄λ“œ 빅데이터 κ²½μ§„λŒ€νšŒ : μƒμœ„ 5% (2020.08.28)
  • 2019 KPU μŠ€λ§ˆνŠΈνŒ©ν† λ¦¬ 아이디어 κ²½μ§„λŒ€νšŒ : λŒ€μƒ (2019.11.15)

πŸ’¬ OTHERS

Language & Certificates

  • Korean : β˜…β˜…β˜…β˜…β˜…
  • English : β˜…β˜…β˜…β˜†β˜†
    • TOEIC : 710/990 (2021)

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