์ฃผํ”ผํ„ฐ ๋…ธํŠธ๋ถ์œผ๋กœ ์Šคํƒ€ํฌ๋ž˜ํ”„ํŠธ II ๋ฆฌํ”Œ๋ ˆ์ด ๋ถ„์„ํ•˜๊ธฐ  

Data Science Experience๋กœ ์Šคํƒ€ํฌ๋ž˜ํ”„ํŠธ II ๋ฆฌํ”Œ๋ ˆ์ด ๋ฐ์ดํ„ฐ๋ฅผ ์‹œ๊ฐํ™”ํ•˜๊ธฐ

Last updated

์Šคํƒ€ ํฌ๋ž˜ํ”„ํŠธ II์˜ ์—ด์„ฑ ํŒฌ๋“ค์„ ์œ„ํ•ด ์ €ํฌ๋Š” ์‹ค์ œ๋กœ ๊ฒŒ์ž„ ์‹ค๋ ฅ์„ ํ–ฅ์ƒ์‹œํ‚ฌ ์ˆ˜ ์žˆ๋Š” ์ฝ”๋“œ๋ฅผ ๋นŒ๋“œํ–ˆ์Šต๋‹ˆ๋‹ค. ์ด ๊ฐœ๋ฐœ ๊ณผ์ •์€ ๊ฒŒ์ž„ ๋ฆฌํ”Œ๋ ˆ์ด๋ฅผ ๋ถ„์„ํ•˜์—ฌ ํฅ๋ฏธ๋กœ์šด ์ธ์‚ฌ์ดํŠธ๋ฅผ ์ฐพ๊ณ ์žํ•˜๋Š” ๊ฐœ๋ฐœ์ž์ด๋“ , ๊ฒŒ์ž„ ์‹ค๋ ฅ์„ ํ–ฅ์ƒ์‹œํ‚ค๋ ค๋Š” ์ „๋ฌธ ํ”Œ๋ ˆ์ด์–ด์ด๋“  ๊ด€๊ณ„์—†์ด ๊ฒŒ์ž„ ์‹ค๋ ฅ์˜ ํ–ฅ์ƒ์ด๋ผ๋Š” ๋ชฉํ‘œ๋ฅผ ๋‹ฌ์„ฑํ•˜๋Š” ๋ฐ ๋„์›€์„ ์ค„ ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค. IBM์˜ Data Science Experience๋ฅผ ํ™œ์šฉํ•˜์—ฌ ์ฃผํ”ผํ„ฐ ๋…ธํŠธ๋ถ์œผ๋กœ ๋ฐ์ดํ„ฐ๋ฅผ ์‹œ๊ฐํ™”ํ•˜๊ณ  ์Šคํƒ€ํฌ๋ž˜ํ”„ํŠธ II ๋ฐ์ดํ„ฐ๋ฅผ ๋ถ„์„ํ•  ์ˆ˜ ์žˆ๊ฒŒ ๋ฉ๋‹ˆ๋‹ค.

By Mark Sturdevant, Joir-dan Gumbs

Overview

์Šคํƒ€ํฌ๋ž˜ํ”„ํŠธ II๋Š” ์ „ ์„ธ๊ณ„์ ์œผ๋กœ 240,000 ๋ช…์ด ๋„˜๋Š” ์—ด์„ฑ์ ์ธ ํ”Œ๋ ˆ์ด์–ด์™€ ๊ฒŒ์ด๋จธ ์ „๋žต์„ ๊ฐ€์žฅ ์ž˜ ๋ณด์—ฌ์ค„ ์ˆ˜ ์žˆ๋Š” ์ˆ˜๋งŽ์€ ๋Œ€ํšŒ๊ฐ€ ์žˆ๋Š” ์‹ค์‹œ๊ฐ„ ์ „๋žต ๋น„๋””์˜ค ๊ฒŒ์ž„์ž…๋‹ˆ๋‹ค. ์ด ์ฝ”๋“œ ํŒจํ„ด์—์„œ๋Š” ์ฃผํ”ผํ„ฐ ๋…ธํŠธ๋ถ์„ ์‚ฌ์šฉํ•˜์—ฌ ์Šคํƒ€ํฌ๋ž˜ํ”„ํŠธ II ๋ฆฌํ”Œ๋ ˆ์ด๋ฅผ ๋ถ„์„ํ•˜๊ณ  ํ”Œ๋ ˆ์ด์–ด ํ™œ๋™์— ๊ธฐ๋ฐ˜ํ•œ ๋ฐ์ดํ„ฐ๋ฅผ ์‹œ๊ฐํ™”ํ•˜์—ฌ ์Šน์ž์™€ ํŒจ์ž์— ๋Œ€ํ•œ ํฅ๋ฏธ๋กœ์šด ์ธ์‚ฌ์ดํŠธ๋ฅผ ์ œ๊ณตํ•ฉ๋‹ˆ๋‹ค.

์ด ๊ฐœ๋ฐœ ๊ณผ์ •์„ ๋งˆ์น˜๋ฉด, ์—ฌ๋Ÿฌ๋ถ„์€ ๋‹ค์Œ์˜ ํ•ญ๋ชฉ๋“ค์— ๋Œ€ํ•ด ์•Œ๊ฒŒ ๋ฉ๋‹ˆ๋‹ค:

  • ์ฃผํ”ผํ„ฐ ๋…ธํŠธ๋ถ์„ IBM Data Science Experience (DSX) ํ™˜๊ฒฝ์—์„œ ์ž‘์„ฑํ•˜๊ณ  ์šด์˜ํ•˜๊ธฐ.
  • DSX Object Storage๋ฅผ ์‚ฌ์šฉํ•˜์—ฌ ๋ฆฌํ”Œ๋ ˆ์ด ํŒŒ์ผ์— ์•ก์„ธ์Šคํ•˜๊ธฐ.
  • sc2reader๋ฅผ ์‚ฌ์šฉํ•˜์—ฌ Python ๊ฐ์ฒด์— ๋ฆฌํ”Œ๋ ˆ์ด๋ฅผ ๋กœ๋“œํ•˜๊ธฐ.
  • ๊ฒฐ๊ณผ์—์„œ ๋ช‡ ๊ฐ€์ง€ ๊ธฐ๋ณธ ๋ฆฌํ”Œ๋ ˆ์ด ์ •๋ณด ๊ฒ€ํ† ํ•˜๊ธฐ.
  • ํ•ด๋‹น ๊ฒŒ์ž„ ์‹œํ•ฉ์˜ ์„ธ๋ถ€ ์ •๋ณด๋ฅผ ์‚ฌ์šฉ ๊ฐ€๋Šฅํ•œ ๊ฐ์ฒด๋กœ ํŒŒ์‹ฑํ•˜๊ธฐ.
  • Bokeh ๊ทธ๋ž˜ํ”ฝ์œผ๋กœ ํ•ด๋‹น ๊ฒŒ์ž„ ์‹œํ•ฉ์„ ์‹œ๊ฐํ™”ํ•˜๊ธฐ.
  • ์ฒ˜๋ฆฌ๋œ ๋ฆฌํ”Œ๋ ˆ์ด๋ฅผ Cloudant์— ์ €์žฅํ•˜๊ธฐ.

Flow

  1. ๊ฐœ๋ฐœ์ž๋Š” ์ œ๊ณต๋œ ๋…ธํŠธ๋ถ์„ IBM์˜ Data Science Experience ํ”Œ๋žซํผ์— ๋กœ๋”ฉํ•˜๊ฒŒ ๋ฉ๋‹ˆ๋‹ค.
  2. ์Šคํƒ€ํฌ๋ž˜ํ”„ํŠธ II ๋ฆฌํ”Œ๋ ˆ์ด๋Š” IBM Cloud Object Storage์— ๋กœ๋”ฉ๋ฉ๋‹ˆ๋‹ค
  3. ๋…ธํŠธ๋ถ์€ IBM Cloud Object Storage์—์„œ ๋ฆฌํ”Œ๋ ˆ์ด๋ฅผ ๊ฐ€์ ธ์™€ ๋ถ„์„ํ•ฉ๋‹ˆ๋‹ค.
  4. ๋งˆ์ง€๋ง‰์œผ๋กœ, Cloudant NoSQL ๋ฐ์ดํ„ฐ๋ฒ ์ด์Šค์— ๊ฒฐ๊ณผ์™€ ๋ถ„์„์„ ์ €์žฅํ•ฉ๋‹ˆ๋‹ค.

Components

IBM Data Science Experience

์„ค์ • ํ™˜๊ฒฝ ๋ฐ ํ˜‘์—… ํ™˜๊ฒฝ์—์„œ ๋ฐ์ดํ„ฐ๋ฅผ ๋ถ„์„ํ•ฉ๋‹ˆ๋‹ค

Cloudant NoSQL DB

Cloudant NoSQL DB๋Š” ์œ ์—ฐํ•œ JSON ์Šคํ‚ค๋งˆ๋ฅผ ์‚ฌ์šฉํ•˜๋Š” ์ตœ์‹  ์›น, ๋ชจ๋ฐ”์ผ ์• ํ”Œ๋ฆฌ์ผ€์ด์…˜์„ ์œ„ํ•œ ํด๋ผ์šฐ๋“œ ๊ธฐ๋ฐ˜์œผ๋กœ ์ œ๊ณต๋˜๋Š” DBaaS ์†”๋ฃจ์…˜์ž…๋‹ˆ๋‹ค.

IBM Cloud Object Storage

ํด๋ผ์šฐ๋“œ ์• ํ”Œ๋ฆฌ์ผ€์ด์…˜๊ณผ ์„œ๋น„์Šค์˜ ๊ฐœ๋ฐœ ๋ฐ ์ œ๊ณต์— ์žˆ์–ด, ๋น„์šฉ ํšจ์œจ์ ์ด๊ณ  ํ™•์žฅ ๊ฐ€๋Šฅํ•œ ๋น„์ •ํ˜• ๋ฐ์ดํ„ฐ ์ €์žฅ์„ ์œ„ํ•œ ํด๋ผ์šฐ๋“œ ์˜ค๋ธŒ์ ํŠธ ์Šคํ† ๋ฆฌ์ง€๋ฅผ ์ œ๊ณตํ•ฉ๋‹ˆ๋‹ค.

Technologies

์• ๋„๋ฆฌํ‹ฑ์Šค

์ •๋ณด๋ฅผ ๋„์ถœํ•˜๊ธฐ ์œ„ํ•ด ๋ฐ์ดํ„ฐ์—์„œ ํŒจํ„ด์„ ์ฐพ์Šต๋‹ˆ๋‹ค.

Data Science

์ธ์‚ฌ์ดํŠธ ์ถ”์ถœ์„ ์œ„ํ•œ ์ •ํ˜• ๋ฐ์ดํ„ฐ ๋ฐ ๋น„์ •ํ˜• ๋ฐ์ดํ„ฐ ๋ถ„์„ ์‹œ์Šคํ…œ ๋ฐ ๋ฐฉ๋ฒ•

Databases

๋ฐ์ดํ„ฐ์˜ ์ €์žฅ ๋ฐ ๊ด€๋ฆฌ๋ฅผ ์œ„ํ•œ ์ €์žฅ์†Œ.

Gaming

PC, ์ฝ˜์†”, ๋ชจ๋ฐ”์ผ ์žฅ์น˜ ๋ฐ ์›น์‚ฌ์ดํŠธ์šฉ ๋น„๋””์˜ค ๊ฒŒ์ž„ ๊ฐœ๋ฐœ๊ณผ ๊ด€๋ จ๋œ ๊ธฐ์ˆ ์ž…๋‹ˆ๋‹ค.

Related Blogs

๊ท€ํ•˜๊ฐ€ ์ž…๋ ฅํ•œ ์‡ผํŠธ์ฝ”๋“œ ๊ฒ€์ƒ‰์กฐ๊ฑด์— ๋งค์น˜๋˜๋Š” ํฌ์ŠคํŒ…์ด ์กด์žฌํ•˜์ง€ ์•Š์Šต๋‹ˆ๋‹ค.

Related Links

Data and analytics architecture

์œ„ ๊ฐœ๋ฐœ ๊ณผ์ •์€ Data and Analytics Reference Architecture์— ๋Œ€ํ•œ ์ดํ•ด๋ฅผ ๋•์Šต๋‹ˆ๋‹ค

Video: Using data science to analyze StarCraft II games

ํ•œ IBM ๊ฐœ๋ฐœ์ž๊ฐ€ Jupyter Notebooks์™€ IBM Data Science Experience๋ฅผ ์‚ฌ์šฉํ•ด ํ”„๋กœ ๊ฒŒ์ด๋จธ๋“ค์˜ StarCraft II ๊ฒฝ๊ธฐ๋ฅผ ๋ถ„์„ํ•ฉ๋‹ˆ๋‹ค.

StarCraft II user manual

๋‹ค์–‘ํ•œ Starcraft 2 ๋ฆฌ์†Œ์Šค์—์„œ ๋ฐ์ดํ„ฐ๋ฅผ ์ถ”์ถœํ•˜๋Š” python ๋ผ์ด๋ธŒ๋Ÿฌ๋ฆฌ๋กœ SC2 ์ปค๋ฎค๋‹ˆํ‹ฐ์šฉ ํˆด๊ณผ ์„œ๋น„์Šค๋ฅผ ๊ฐ•ํ™”ํ•ฉ๋‹ˆ๋‹ค.

Welcome to Bokeh

Bokeh๋Š” ์ธํ„ฐ๋ž™ํ‹ฐ๋ธŒํ•œ Python ์‹œ๊ฐํ™” ๋ผ์ด๋ธŒ๋Ÿฌ๋ฆฌ์ž…๋‹ˆ๋‹ค. ๋Œ€ํ˜• ๋˜๋Š” ์ŠคํŠธ๋ฆฌ๋ฐ ๋ฐ์ดํ„ฐ์„ธํŠธ์— ๋Œ€ํ•œ ๊ณ ์„ฑ๋Šฅ์˜ ์ธํ„ฐ๋ž™ํ‹ฐ๋ธŒํ•œ ์ƒˆ๋กœ์šด ๊ทธ๋ž˜ํ”ฝ์„ ์ œ๊ณตํ•ฉ๋‹ˆ๋‹ค..

StarCraft II Official Game Site

StarCraft II๋Š” Blizzard์‚ฌ์—์„œ ์ถœ์‹œํ•œ ๊ฐ€์ƒ์˜ ์ „์Ÿ ๊ณต์ƒ ๊ณผํ•™ ์‹ค์‹œ๊ฐ„ ์ „๋žต ๋น„๋””์˜ค ๊ฒŒ์ž„์ž…๋‹ˆ๋‹ค.