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โฃ KaizenML
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ใฐ๏ธ
โฃ MLOps
KaizenML
ํ๊ธ
์นด์ด์ ML
์ถ์ฒ
terminology
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+0/0 (terminology) - โฃ KaizenML
์๊ตฌ๋ ธํธ ์๊ฐ์ ์
ํ๋ก์ ํธ๋ ธํธ ์๊ฐ์ ์
๊ด๋ จ ์ง๋ฌธ์ ์
terminology
์ถ์์ ์ธ(์ ๋ฌธ์ ์ธ) ์ฉ์ด์.
ํค์๋๊ฐ ๊ฐ๊น์ด ์์ผ ๋ด ๊ฒ์๋ ๊ฒ ๊ฐ์ง ์์.
์์๋๊ณ ์ถ์ ๋จ์ด์ด์ง๋ง ์๊ตฌ๋ ธํธ ์์ฑ์ ๊ณผ๋ถํจ.
์ ์
โข
โฃ MLOps
โข
โฃ Feedback Loop
โข
โฃ Data Flywheel
์ด ๋จ์ด๋ฅผ ๋ฐ๊ฒฌํ ๊ณณ
1.
chapter5, Kaizen is a Japanese term for continuous improveโ ment. In postโWorld War II, Japan builds its automobile industry around this conโ cept. Essentially, if you find something broken or unoptimized, you fix it. Likewise, with KaizenML, every aspect of machine learning, from feature engineering to AutoML, is improved.
2.
chapter5, It is essential to point out that Automated Modeling, i.e., AutoML, is not the only component of KaizenML or continuous improveโ ment. In the oft-cited paper โHidden Technical Debt in Machine Learning Systemsโ the authors mention that modeling is a trivial amount of the work in a real-world ML system.