JONGHO LEE

AI Engineer

About Me

ํญ๋„“์€ Data Analysis ๋ฐ AI ๊ธฐ๋ฐ˜ ๋ฐ์ดํ„ฐ ์ฒ˜๋ฆฌ ๊ฒฝํ—˜ (Python, Tableau, AWS, GCP ๋“ฑ ํ™œ์šฉ)

  • ์กฐ์„ ์—… ์•ผ๋“œ ๋‚ด IoT raw ๋ฐ์ดํ„ฐ ๋ถ„์„ ๋ฐ ๋Œ€์‹œ๋ณด๋“œ ์‹œ๊ฐํ™”๋ฅผ ํ†ตํ•œ ์ƒ์‚ฐ์„ฑ ํ–ฅ์ƒ ๋„๋ชจ
  • ํŠนํ—ˆ ๋ฐ์ดํ„ฐ์˜ Clustering ๊ฒฐ๊ณผ๋ฅผ Echarts ๋ฐ Datatables๋ฅผ ํ™œ์šฉํ•ด ์‹œ๊ฐ์ ์œผ๋กœ ํšจ๊ณผ์ ์œผ๋กœ ํ‘œํ˜„
  • ๊ธฐ์ƒ ๋ฐ ๊ตํ†ต ๋ฐ์ดํ„ฐ๋ฅผ ์ˆ˜์ง‘ํ•˜์—ฌ ์ œ์„ค ๋ถ„์„์„ ์œ„ํ•œ ์‹œ๊ฐํ™” ๋ฐ ์ธ์‚ฌ์ดํŠธ ๋„์ถœ
  • ์—ฐ๊ตฌ ์ฃผ์ œ ๋ฐœ๊ตด์„ ์œ„ํ•œ ๋…ผ๋ฌธ ๋ฐ ํฌํ„ธ ์‚ฌ์ดํŠธ ๋ฐ์ดํ„ฐ๋ฅผ ์ˆ˜์ง‘ํ•˜๊ณ , NLP ๊ธฐ๋ฒ•์„ ์‚ฌ์šฉํ•ด ๋ถ„์„

์ž๊ธฐ ๊ฐœ๋ฐœ์„ ์œ„ํ•œ ์ง€์†์ ์ธ ํ•™์Šต๊ณผ ์ปค๋ฎค๋‹ˆํ‹ฐ ๊ธฐ์—ฌ

  • ์‹œ๊ฐํ™” ํ”„๋กœ์ ํŠธ๋ฅผ ์ˆ˜ํ–‰ํ•˜๊ณ  Tableau ์ปค๋ฎค๋‹ˆํ‹ฐ์™€ SNS์— ๊ฒฐ๊ณผ๋ฌผ ๊ณต์œ  ๋ฐ ํ”ผ๋“œ๋ฐฑ ์ˆ˜์ง‘
  • ํ•™์Šต ๋‚ด์šฉ์„ ์ฒด๊ณ„์ ์œผ๋กœ ์ •๋ฆฌํ•˜๊ณ  ์‹œ๊ฐ„์˜ ๋†๋„, Study Log์— ๊ณต์œ 
  • ๋…ผ๋ฌธ์„ ์ฝ๊ณ  ํ…์ŠคํŠธ ์š”์•ฝ ํ›„ ์ด๋ฅผ ๋ฐ”ํƒ•์œผ๋กœ ๊ตฌํ˜„ ์ฝ”๋“œ ์ž‘์„ฑ ๋ฐ ๋ถ„์„
  • ๊ตญ๋‚ด ๋Œ€ํ‘œ ํƒœ๋ธ”๋กœ ์ปค๋ฎค๋‹ˆํ‹ฐ, โ€˜ํ”Œ๋žœ์ž‡ ๋ฐ์ดํ„ฐ ์‹œ๊ฐํ™” ์ปค๋ฎค๋‹ˆํ‹ฐโ€™ 11๊ธฐ๋กœ ํ™œ๋™ํ•˜๋ฉฐ ๋ฐ์ดํ„ฐ ์‹œ๊ฐํ™” ๋ฐ ์ธ์‚ฌ์ดํŠธ ๋„์ถœ์— ๊ธฐ์—ฌ

Projects

์ฐฝ์˜์„ฑ ๊ณ„๋ฐœ์„ ์œ„ํ•œ ์„œ์ˆ ํ˜• ํ‰๊ฐ€์ง€์› AI ํ”„๋กœ๊ทธ๋žจ ๊ฐœ๋ฐœ

http://wai.best

- ํ”„๋กœ์ ํŠธ๊ธฐ๊ฐ„ : 2020.03 ~ 2020.12
- ์ง€์›๊ธฐ๊ด€ : ํ•œ๊ตญ๊ณผํ•™์ฐฝ์˜์žฌ๋‹จ

  • ๊ฐœ๋ฐœ ํ”„๋กœ์ ํŠธ ๋งค๋‹ˆ์ €
  • Front-end ๋ฐ Back-end ๊ฐœ๋ฐœ ์ „๋ฐ˜ ๋‹ด๋‹น
  • ํ”„๋กœ์ ํŠธ DB ์„ค๊ณ„ ๋ฐ ํ™”๋ฉด์„ค๊ณ„์„œ, ๊ธฐ๋Šฅ๋ช…์„ธ์„œ ์ž‘์„ฑ
  • ์ฃผ์š” ๊ธฐ์ˆ  ์Šคํƒ :
    • Python : ๋ฐ์ดํ„ฐ ์ฒ˜๋ฆฌ (pandas, numpy)
    • Django : ์›น ํ”„๋ ˆ์ž„์›Œํฌ๋กœ ํ™œ์šฉํ•œ Back-end ๊ฐœ๋ฐœ
    • Bootstrap, HTML, CSS, jQuery, Ajax : Web Front-end ๊ฐœ๋ฐœ
    • PostgreSQL : ์›น ์• ํ”Œ๋ฆฌ์ผ€์ด์…˜์˜ ๋ฐ์ดํ„ฐ๋ฒ ์ด์Šค ์„ค๊ณ„ ๋ฐ ๊ตฌ์ถ•
    • Docker : Web, DB, ์ฑ„์  ๋ชจ๋ธ ๋“ฑ Docker ๊ธฐ๋ฐ˜ ์‹œ์Šคํ…œ ์šด์˜
    • GCP : GCP๋ฅผ ํ™œ์šฉํ•œ ์›น ์„œ๋ฒ„ ๊ตฌ์ถ• ๋ฐ ๊ด€๋ฆฌ

๋น…๋ฐ์ดํ„ฐ๋ถ„์„ ๋ฐ AI ๊ฐœ๋ฐœ์„ ํ†ตํ•œ ์ƒ์‚ฐ์„ฑ ํ–ฅ์ƒ๋ฐฉ์•ˆ ์—ฐ๊ตฌ

- ํ”„๋กœ์ ํŠธ๊ธฐ๊ฐ„ : 2019.12 ~ 2020.11
- ์ง€์›๊ธฐ๊ด€ : ๋Œ€์šฐ์กฐ์„ ํ•ด์–‘(์ฃผ)

  • ๋Œ€ํ˜• ๋Œ€์‹œ๋ณด๋“œ ์„ค๊ณ„ ๋ฐ ์‹œ๊ฐํ™” ์ž‘์—… ์ด๊ด„
  • ๋ฐ์ดํ„ฐ ์ „์ฒ˜๋ฆฌ ํŒŒ์ดํ”„๋ผ์ธ ๊ตฌ์ถ• ๋ฐ ์‹ค์‹œ๊ฐ„ ์‹œ๊ฐํ™” ๋Œ€์‹œ๋ณด๋“œ ๊ฐœ๋ฐœ
  • ์ง€๊ฒŒ์ฐจ, ๊ณ ์†Œ์ฐจ ๋“ฑ ์ฃผ์š” ์žฅ๋น„์˜ ๋ฐ์ดํ„ฐ๋ฅผ ํ™œ์šฉํ•œ ๋ถ„์„ ๋ฐ ์‹œ๊ฐํ™”
  • ์ฃผ์š” ๊ธฐ์ˆ  ์Šคํƒ :
    • Python : ๋ฐ์ดํ„ฐ ์ „์ฒ˜๋ฆฌ ๋ฐ ํŒŒ์ดํ”„๋ผ์ธ ๊ตฌ์ถ• (Pandas, Numpy, MySQLConnector)
    • ๋ฐ์ดํ„ฐ ์‹œ๊ฐํ™” : Matplotlib, Seaborn์„ ์‚ฌ์šฉํ•œ ์‹œ๊ฐ์  ๋ฐ์ดํ„ฐ ํ‘œํ˜„
    • Tableau : ๊ธฐ์—… ๋‚ด ์„œ๋ฒ„์—์„œ Tableau ์„œ๋ฒ„ ๊ตฌ์ถ• ๋ฐ ๋ฐ์ดํ„ฐ ์‹œ๊ฐํ™” (WIP, ๋งต์ฐจํŠธ, ํžˆํŠธ๋งต ๋“ฑ)
    • MySQL : ๋ฐ์ดํ„ฐ๋ฒ ์ด์Šค ์„ค๊ณ„ ๋ฐ ์„œ๋ฒ„ ๋‚ด ๋ฐ์ดํ„ฐ ๊ด€๋ฆฌ
    • Docker : ๋ชจ๋“  ํ”„๋กœ๊ทธ๋žจ์˜ Dockerํ™” (MySQL, Django ๋“ฑ)

ํŠนํ—ˆ ๊ฒ€์ƒ‰ ์‹œ์Šคํ…œ

- ํ”„๋กœ์ ํŠธ๊ธฐ๊ฐ„ : 2019.09 ~ 2019.12
- ์ง€์›๊ธฐ๊ด€ : TEAMLAB

  • ํŠนํ—ˆ ๊ฒ€์ƒ‰ ๋ฐ ๋ฐ์ดํ„ฐ ์‹œ๊ฐํ™” ์‹œ์Šคํ…œ ๊ฐœ๋ฐœ
  • Front-end ๋ฐ Back-end ๊ฐœ๋ฐœ ์ „๋ฐ˜ ๋‹ด๋‹น
  • Echarts, DataTables, Wordcloud ๋“ฑ์„ ํ™œ์šฉํ•œ ๋ฐ์ดํ„ฐ ์‹œ๊ฐํ™”
  • ์ฃผ์š” ๊ธฐ์ˆ  ์Šคํƒ :
    • Python : ๋ฐ์ดํ„ฐ ์ฒ˜๋ฆฌ (Pandas, Numpy) ๋ฐ ์ž์—ฐ์–ด ์ฒ˜๋ฆฌ (Word2Vec, nltk, gensim)
    • Django : ์›น ํ”„๋ ˆ์ž„์›Œํฌ๋กœ ํ™œ์šฉํ•œ Back-end ๊ฐœ๋ฐœ
    • Bootstrap, HTML, CSS, jQuery, Ajax : Web Front-end ๊ฐœ๋ฐœ
    • ๋ฐ์ดํ„ฐ ์‹œ๊ฐํ™” : TSNE, KMeans, Wordcloud๋กœ ์‹œ๊ฐ์  ๋ถ„์„ ์ œ๊ณต
    • MySQL : ๋ฐ์ดํ„ฐ๋ฒ ์ด์Šค ์„ค๊ณ„ ๋ฐ ๊ตฌํ˜„

์ œ์„ค ๊ด€๋ จ ์ธก์ • ์ž๋ฃŒ Big Data ๋ถ„์„ ์—ฐ๊ตฌ

- ํ”„๋กœ์ ํŠธ๊ธฐ๊ฐ„ : 2019.08 ~ 2019.12
- ์ง€์›๊ธฐ๊ด€ : ์„œ์šธ๊ธฐ์ˆ ์—ฐ๊ตฌ์›

  • ๊ธฐ์ƒ, ๊ตํ†ต ๋ฐ์ดํ„ฐ๋ฅผ ์ˆ˜์ง‘ ๋ฐ ์ •๋ฆฌํ•˜์—ฌ ์ œ์„ค ํšจ๊ณผ ๋ถ„์„
  • ๊ฐ•์„ค ๋ฐ ๊ธฐ์ƒ ๋ฐ์ดํ„ฐ๋ฅผ ๊ธฐ๋ฐ˜์œผ๋กœ ํ•œ ์‹œ๊ณ„์—ด ๋ถ„์„ ๋ฐ ์ƒ๊ด€๊ด€๊ณ„ ๋ถ„์„
  • ๊ธฐ์ดˆ ํ†ต๊ณ„ ๋ถ„์„์„ ํ†ตํ•œ ์ธ์‚ฌ์ดํŠธ ๋„์ถœ ๋ฐ ์‹œ๊ฐํ™” ์ž‘์—…
  • ์ฃผ์š” ๊ธฐ์ˆ  ์Šคํƒ :
    • Python : ๋ฐ์ดํ„ฐ ์ˆ˜์ง‘ (Selenium, Beautifulsoup) ๋ฐ ์ฒ˜๋ฆฌ (Pandas, Numpy)
    • ๋ฐ์ดํ„ฐ ์‹œ๊ฐํ™” : Matplotlib, Seaborn์„ ํ™œ์šฉํ•œ ์ธ์‚ฌ์ดํŠธ ์‹œ๊ฐํ™”

Experience

TEAMREBOOTT

https://reboott.ai

AI Engineer

2023.8 ~ present

Under the vision of 'Return to Busan,' Team Reboot gathers diverse hearts as one, aiming to leap toward a shining future.

Team Reboot is committed to strengthening trade standardization through AI algorithms, leading Busanโ€™s maritime and trading industry to pave the way for a future where people prosper, experience enduring happiness, and live with freedom.

WizLive

https://wizlive.com

Coding Tutor

2020.11 ~ 2021.02

WizLive is the only perfect coding education.

As a certified coding education specialist in WIZLIVE, I taught students to improve problem solving and computing thinking through data collection, analysis, and programming.

TEAMLAB

http://theteamlab.io

Researcher

2018.07 ~ 2021.02

TeamLab researches NLP, Patent Analysis, Data Analysis, etc.

do_something_new = lambda x: x in TEAMLAB

Education

Pukyong National University, Korea

Master of Science - MS (๊ณตํ•™ ์„์‚ฌ)

2023.09 ~ present

Industrial and Data Engineering (์‚ฐ์—… ๋ฐ ๋ฐ์ดํ„ฐ ๊ณตํ•™)
GPA: 4.5/4.5 (Current) (ํ˜„์žฌ)

Gachon University, Korea

Bachelor of Science - BS (๊ณตํ•™ ํ•™์‚ฌ)

2017.02 ~ 2021.02

Industrial Management Engineering (์ฃผ์ „๊ณต: ์‚ฐ์—…๊ฒฝ์˜๊ณตํ•™)
Data Science (์—ฐ๊ณ„์ „๊ณต: ๋ฐ์ดํ„ฐ๊ณผํ•™)
GPA: 4.25/4.5 (Summa Cum Laude) (์ˆ˜์„ ์กธ์—…)

  • [2019.03 ~ 2021.02] Reserve Officersโ€™ Training Corps (ROTC) (ํ•™๊ตฐ์‚ฌ๊ด€ํ›„๋ณด์ƒ)
  • [2018.03 ~ 2021.02] Gachon Departmental Honors (๊ฐ€์ฒœ๋Œ€ํ•™๊ต ํ•™๊ณผ ์šฐ์ˆ˜ํ•™์ƒ)
  • [2017.03 ~ 2018.02] Student council member (ํ•™์ƒํšŒ ํ™œ๋™)

A Little More About Me

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JONGHO LEE -