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๐ŸŒˆ Machine Learning Serving - BentoML ์‚ฌ์šฉ๋ฒ• - ๋จธ์‹ ๋Ÿฌ๋‹ ๋ชจ๋ธ์„ ํ”„๋Ÿฌ๋•์…˜ ํ™˜๊ฒฝ์— ๋ฐฐํฌํ•  ๋•Œ ํ™œ์šฉํ•  ์ˆ˜ ์žˆ๋Š” BentoML ์‚ฌ์šฉ๋ฒ•์— ๋Œ€ํ•ด ์ž‘์„ฑํ•œ ๊ธ€์ž…๋‹ˆ๋‹ค - Servin

๐ŸŒˆ Machine Learning Serving - BentoML ์‚ฌ์šฉ๋ฒ• - ๋จธ์‹ ๋Ÿฌ๋‹ ๋ชจ๋ธ์„ ํ”„๋Ÿฌ๋•์…˜ ํ™˜๊ฒฝ์— ๋ฐฐํฌํ•  ๋•Œ ํ™œ์šฉํ•  ์ˆ˜ ์žˆ๋Š” BentoML ์‚ฌ์šฉ๋ฒ•์— ๋Œ€ํ•ด ์ž‘์„ฑํ•œ ๊ธ€์ž…๋‹ˆ๋‹ค - Serving ๋ผ์ด๋ธŒ๋Ÿฌ๋ฆฌ ์ค‘ ๊ฐ๊ด‘๋ฐ›๊ณ  ์žˆ์Šต๋‹ˆ๋‹ค! - ํ˜„์žฌ Github Star 2.3K๋„ค์š”! ๐ŸŽ ์ œ๊ฐ€ ์ƒ๊ฐํ•˜๋Š” BentoML์˜ ์žฅ์  - ์ธํผ๋Ÿฐ์Šค ์„œ๋ฒ„ ๋งŒ๋“ค๊ธฐ ์ •๋ง ๊ฐ„๋‹จ! (5๋ถ„ ์ด๋‚ด์— ๊ฐ€๋Šฅ) - Online / Offline Serving ๋ชจ๋‘ ์ง€์›ํ•˜๋Š” ์ ์ด ๋งˆ์Œ์— ๋“ญ๋‹ˆ๋‹ค - CLI ๋ช…๋ น์–ด๊ฐ€ ํ’๋ถ€ํ•จ - FAQ์— ๋‹ค๋ฅธ ๋ผ์ด๋ธŒ๋Ÿฌ๋ฆฌ์™€ ๋น„๊ตํ•ด์ค˜์„œ ๋ช…์พŒํ•จ - Adaptive Micro Batching ๊ฐœ๋…์ด ํฅ๋ฏธ๋กœ์›€ - Model Management๋ฅผ ์œ„ํ•œ component๊ฐ€ ์žˆ๋Š” ์ ์ด ์ธ์ƒ์  - sklearn, tensorflow, xgboost, lightgbm, pytorch, fastai, onnx ๋“ฑ ์ •๋ง ๋‹ค์–‘ํ•œ ๋ผ์ด๋ธŒ๋Ÿฌ๋ฆฌ ์ง€์› ๐Ÿ‘ ์ฝ์œผ๋ฉด ์ข‹์€ ๋ถ„ - MLOps์— ๊ด€์‹ฌ์žˆ๋Š” ๋ถ„ - ๋จธ์‹ ๋Ÿฌ๋‹ ๋ชจ๋ธ์„ Production์— ๋ฐฐํฌํ•ด์•ผ ํ•˜๋Š” ๋ถ„ - Serving์— ๋Œ€ํ•ด ๊ด€์‹ฌ์žˆ๋Š” ๋ถ„ ๐Ÿ“‹ ๋ชฉ์ฐจ - BentoML์˜ ์ฃผ์š” ํŠน์ง• ์„ค๋ช… - ์‚ฌ์šฉ๋ฒ• - BentoML ์ฝ”๋“œ๋กœ ๋ฐ”๋กœ ์‹œ์ž‘ํ•˜๊ธฐ - BentoML ํ•ต์‹ฌ ๊ฐœ๋… - ์ •๋ฆฌ

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