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A newer version of the Streamlit SDK is available: 1.58.0

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๋ฐ์ดํ„ฐ

SECOM (Tier 1 ์ด์ƒ ํƒ์ง€์šฉ)

UCI SECOM ๋ฐ˜๋„์ฒด ์ œ์กฐ ๊ณต์ • ์„ผ์„œ ๋ฐ์ดํ„ฐ์…‹์„ ์‚ฌ์šฉํ•ฉ๋‹ˆ๋‹ค.

  • ๊ทœ๋ชจ: 1,567 row ร— 590 sensor feature, pass/fail ๋ผ๋ฒจ
  • ์ถœ์ฒ˜: https://archive.ics.uci.edu/dataset/179/secom
  • Tier 1 ์ด์ƒ ํƒ์ง€ ์—์ด์ „ํŠธ๊ฐ€ ์ด ๋ฐ์ดํ„ฐ๋กœ ์ด์ƒ ์ ์ˆ˜์™€ ๊ธฐ์—ฌ ํ”ผ์ฒ˜๋ฅผ ๊ณ„์‚ฐํ•ฉ๋‹ˆ๋‹ค.

์ค€๋น„ ๋ฐฉ๋ฒ•

secom.data, secom_labels.data ๋‘ ํŒŒ์ผ์„ data/secom/raw/ ์— ๋‘ก๋‹ˆ๋‹ค. raw ๋ฐ์ดํ„ฐ๋Š” git์— ํฌํ•จํ•˜์ง€ ์•Š์œผ๋ฏ€๋กœ(.gitignore) ๊ฐ์ž ๋‚ด๋ ค๋ฐ›์•„์•ผ ํ•ฉ๋‹ˆ๋‹ค.

๋กœ๋“œ๋Š” data/secom/loader.py์˜ load_secom()์„ ์‚ฌ์šฉํ•ฉ๋‹ˆ๋‹ค.

์•Œ๋žŒ ๋งคํ•‘

SECOM์€ ์ต๋ช…ํ™”๋œ ๋ฐ์ดํ„ฐ๋ผ lot IDยท๊ณต์ • step ์ •๋ณด๊ฐ€ ์—†์Šต๋‹ˆ๋‹ค. MVP์—์„œ๋Š” fail ๋ผ๋ฒจ์ด ๋ถ™์€ ํŠน์ • row ํ•˜๋‚˜๋ฅผ ์•Œ๋žŒ A1(Photo Step ์ด์ƒ)์˜ ๋Œ€์ƒ ์›จ์ดํผ๋กœ ์ง€์ •ํ•ด ์‚ฌ์šฉํ•ฉ๋‹ˆ๋‹ค.

demo.py (A2ยทA3์šฉ)

A2ยทA3๋Š” ์‹ค์ œ ๋ฐ์ดํ„ฐ ๋Œ€์‹  ์‹œ์—ฐ์šฉ ํ•˜๋“œ์ฝ”๋”ฉ ๋ฐ์ดํ„ฐ๋ฅผ ์‚ฌ์šฉํ•ฉ๋‹ˆ๋‹ค (data/demo.py).