JONGHO LEE

AI Engineer

About Me

๋‹ค์–‘ํ•œ Data Analysis ๊ฒฝํ—˜ (Python, Tableau, AWS, GCP ๋“ฑ ์‚ฌ์šฉ)

  • ์กฐ์„ ์—… ์•ผ๋“œ๋‚ด IOT row data ๊ธฐ๋ฐ˜ ๋ฐ์ดํ„ฐ ๋ถ„์„ ๋ฐ ๋Œ€์‹œ๋ณด๋“œ ์‹œ๊ฐํ™” ๊ฒฝํ—˜
  • Echarts ๋ฐ Datatables๋ฅผ ์ด์šฉํ•œ ํŠนํ—ˆ ๋ฐ์ดํ„ฐ Clustering ๊ฒฐ๊ณผ ์‹œ๊ฐํ™” ๊ฒฝํ—˜
  • ์ œ์„ค๋ถ„์„์„ ์œ„ํ•œ ๊ธฐ์ƒ, ๊ตํ†ต ๋“ฑ ๋ฐ์ดํ„ฐ ์ˆ˜์ง‘ ๋ฐ ์‹œ๊ฐํ™”๋ฅผ ํ†ตํ•œ ์ธ์‚ฌ์ดํŠธ ๋„์ถœ ๊ฒฝํ—˜
  • ์—ฐ๊ตฌ์ฃผ์ œ๋ฐœ๊ตด์„ ์œ„ํ•œ ๋…ผ๋ฌธ๋ฐ์ดํ„ฐ, ํฌํ„ธ์‚ฌ์ดํŠธ ์ˆ˜์ง‘ ๋ฐ NLP๋ถ„์„ ๊ฒฝํ—˜

์ž๊ธฐ ๊ฐœ๋ฐœ์„ ์œ„ํ•œ ์ง€์†์ ์ธ ์Šคํ„ฐ๋”” ๋ฐ ์ปค๋ฎค๋‹ˆํ‹ฐ ํ™œ๋™

  • ๋งŒ๋“ค๊ณ  ์‹ถ์€ ์‹œ๊ฐํ™” ์ œ์ž‘ ํ›„ ํƒœ๋ธ”๋กœ ์ปค๋ฎค๋‹ˆํ‹ฐ, SNS ๋“ฑ ํฌ์ŠคํŒ…
  • ๊ณต๋ถ€ํ•˜๊ณ  ํ•™์Šตํ•œ ๋‚ด์šฉ ์ •๋ฆฌ ๋ฐ ๊ณต์œ  ์‹œ๊ฐ„์˜ ๋†๋„, Study Log
  • ๋…ผ๋ฌธ ๋ฆฌ๋”ฉ ํ›„ ํ…์ŠคํŠธ ์š”์•ฝ ๋ฐ ๊ตฌํ˜„ ์ฝ”๋“œ ์ž‘์„ฑ
  • ๊ตญ๋‚ด ์œ ์ผ ํƒœ๋ธ”๋กœ ์ปค๋ฎค๋‹ˆํ‹ฐ, ํ”Œ๋žœ์ž‡ ๋ฐ์ดํ„ฐ ์‹œ๊ฐํ™” ํƒœ๋ธ”๋กœ ์ปค๋ฎค๋‹ˆํ‹ฐ 11๊ธฐ

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 & Back-end ๊ฐœ๋ฐœ
  • ํ”„๋กœ์ ํŠธ DB ์„ค๊ณ„
  • ํ™”๋ฉด์„ค๊ณ„์„œ ๋ฐ ๊ธฐ๋Šฅ๋ช…์„ธ์„œ ์ž‘์„ฑ
  • ์ƒ์„ธ๊ธฐ์ˆ  :
    • Python
      • ๋ฐ์ดํ„ฐ ์ฒ˜๋ฆฌ : pandas, numpy
    • Django : Web framework๋กœ ์ด์šฉ & Back-end ๊ฐœ๋ฐœ
    • Bootstrap, HTML, CSS, jQuery, Ajax : Web Front-end ๊ฐœ๋ฐœ
    • PostgreSQL : web์— ํ•„์š”ํ•œ Database ์„ค๊ณ„ ๋ฐ ๊ตฌ์ถ•
    • Docker : Docker ๊ธฐ๋ฐ˜ ์‹œ์Šคํ…œ ์ž‘๋™ (Web, DB, ์ฑ„์ ๋ชจ๋ธ ๋“ฑ)
    • GCP : GCP ์›น ์„œ๋ฒ„ ๊ตฌ์ถ•

๋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€ํ™”๋ฉด ๋Œ€์‹œ๋ณด๋“œ ๊ตฌ์„ฑ ๋ฐ ์‹œ๊ฐํ™”
  • ๋ฐ์ดํ„ฐ ์ „์ฒ˜๋ฆฌ ๋ฐ ์‹œ๊ฐํ™” ํŒŒ์ดํ”„๋ผ์ธ ๊ตฌ์ถ•
  • ์ง€๊ฒŒ์ฐจ, ๊ณ ์†Œ์ฐจ, ๋ธ”๋ก, ํ™”๋ฌผ์ฐฝ, ๋ฒ„์Šค, ์†Œ๋ฆฌ ๋Œ€์‹œ๋ณด๋“œ ์ œ์ž‘
  • ์ƒ์„ธ๊ธฐ์ˆ  :
    • Python
      • ๋ฐ์ดํ„ฐ ์ „์ฒ˜๋ฆฌ ๋ฐ ํŒŒ์ดํ”„๋ผ์ธ ๊ตฌ์ถ• : Pandas, Numpy, MySQLConnector
      • ๋ฐ์ดํ„ฐ ์‹œ๊ฐํ™” : Matplotlib, Seaborn
    • Tableau
      • ํƒœ๋ธ”๋กœ ์„œ๋ฒ„ ๊ตฌ์ถ• : ์‚ฌ๋‚ด ์„œ๋ฒ„์‹ค์— window ์„œ๋ฒ„ ์„ค์น˜ ํ›„ ํƒœ๋ธ”๋กœ ์„œ๋ฒ„ ์„ค์น˜
      • ์‹œ๊ฐํ™” : WIP, ๋งต์ฐจํŠธ, heatmap, ๋ง‰๋Œ€์ฐจํŠธ, ๋ผ์ธ์ฐจํŠธ, ํ‘œ ๋“ฑ
    • Mysql : ์„œ๋ฒ„ ๋‚ด ๋ฐ์ดํ„ฐ๋ฒ ์ด์Šค ์„ค๊ณ„ ๋ฐ ๊ตฌ์ถ•
    • Docker : ์‚ฌ๋‚ด ์„œ๋ฒ„ ๋ชจ๋“  ํ”„๋กœ๊ทธ๋žจ(Mysql, Django ๋“ฑ) ๋„์ปคํ™”

ํŠนํ—ˆ ๊ฒ€์ƒ‰ ์‹œ์Šคํ…œ

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

  • Front-end & Back-end ๊ฐœ๋ฐœ
  • Data visualization - echarts, Datatables, Wordcloud
  • ์ƒ์„ธ๊ธฐ์ˆ  :
    • Python
      • ๋ฐ์ดํ„ฐ ์ฒ˜๋ฆฌ : Pandas, Numpy
      • ์ž์—ฐ์–ด ์ฒ˜๋ฆฌ : Word2Vec, nltk, gensim
      • ๋ฐ์ดํ„ฐ ์‹œ๊ฐํ™” : TSNE, KMeans, Wordcloud
    • Django : Web framework๋กœ ์ด์šฉ & Back-end ๊ฐœ๋ฐœ
    • Bootstrap, HTML, CSS, jQuery, Ajax : Web Front-end ๊ฐœ๋ฐœ
      • ๊ฒ€์ƒ‰ ๊ฒฐ๊ณผ : ECharts, DataTables
    • MySQL : Web์— ํ•„์š”ํ•œ Database ๊ตฌ์ถ•

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

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

  • ์ œ์„ค, ๊ตํ†ต, ๊ธฐ์ƒ ๋ฐ์ดํ„ฐ ์ˆ˜์ง‘ ๋ฐ ์ •๋ฆฌ
  • ๊ฐ•์„ค ๋ฐ ๊ธฐ์ดˆ ๋ฐ์ดํ„ฐ ์‹œ๊ฐํ™” ๋ฐ ๋ถ„์„
  • ์‹œ๊ณ„์—ด ๋ถ„์„, ์ƒ๊ด€๋„ ๋ถ„์„, ๊ธฐ์ดˆํ†ต๊ณ„ ๋ถ„์„
  • ์ƒ์„ธ๊ธฐ์ˆ 
    • Python
      • ๋ฐ์ดํ„ฐ ์ˆ˜์ง‘ : Selenium, Beautifulsoup
      • ๋ฐ์ดํ„ฐ ์ฒ˜๋ฆฌ : Pandas, Numpy
      • ๋ฐ์ดํ„ฐ ์‹œ๊ฐํ™” : Matplotlib, Seaborn

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

2023.09 ~ present

Industrial and Data Engineering

Gachon University, Korea

Bachelor of Science - BS

2017.02 ~ 2021.02

Industrial Management Engineering / Data Science
GPA : 4.25/4.5 (Summa Cum Laude)

  • [2019.03 ~ 2021.02] Reserve Officersโ€™ Training Corps (ROTC)
  • [2018.03 ~ 2021.02] Gachon Departmental Honors
  • [2017.03 ~ 2018.02] Student council member

A Little More About Me

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JONGHO LEE -