Community

๐ŸŒˆML Engineering on Google Cloud Platform (Github Repo) - GCP ๊ธฐ๋ฐ˜์œผ๋กœ ์„ค๋ช…๋˜์–ด ์žˆ๊ธด ํ•˜์ง€๋งŒ, ๋‚ด์šฉ์ด ๊ฝค ์ž์„ธํ•ด์„œ MLOps ๊ด€์‹ฌ์žˆ๋Š” ๋ถ„๋“ค์ด ๋ณด์‹œ๋ฉด

๐ŸŒˆML Engineering on Google Cloud Platform (Github Repo) - GCP ๊ธฐ๋ฐ˜์œผ๋กœ ์„ค๋ช…๋˜์–ด ์žˆ๊ธด ํ•˜์ง€๋งŒ, ๋‚ด์šฉ์ด ๊ฝค ์ž์„ธํ•ด์„œ MLOps ๊ด€์‹ฌ์žˆ๋Š” ๋ถ„๋“ค์ด ๋ณด์‹œ๋ฉด ๋งค์šฐ ์œ ์šฉํ•  ๊ฒƒ ๊ฐ™์•„์š” ๐Ÿ™‚ ๐ŸŽ ์ด ์ž๋ฃŒ๋ฅผ ์ถ”์ฒœํ•˜๋Š” ์ด์œ  - MLOps ๊ด€๋ จํ•œ ์ž๋ฃŒ๊ฐ€ ๊ต‰์žฅํžˆ ์นœ์ ˆํ•˜๊ฒŒ ์ž‘์„ฑ๋˜์–ด ์žˆ์Šต๋‹ˆ๋‹ค - ๋‹จ์ˆœ ์ง€์‹๋งŒ ์žˆ๋Š”๊ฒŒ ์•„๋‹Œ, ์ฝ”๋“œ๋„ ๊ฐ™์ด ๋‚˜์™€์žˆ์Šต๋‹ˆ๋‹ค - ๊ฐ ํ”„๋กœ์ ํŠธ์˜ ์ƒํ™ฉ์„ ๋„ํ‘œํ™”ํ•ด์„œ ๋ณด์—ฌ์ฃผ๊ธฐ ๋•Œ๋ฌธ์—, ํฐ ๊ทธ๋ฆผ์„ ์žก๊ธฐ ์œ ์šฉํ•ฉ๋‹ˆ๋‹ค ๐Ÿ‘ ์ฝ์œผ๋ฉด ์ข‹์€ ๋ถ„ - MLOps์— ๊ด€์‹ฌ์ด ์žˆ๋Š” ๋ถ„๋“ค - ๋จธ์‹ ๋Ÿฌ๋‹ ๋ชจ๋ธ์„ ์šด์˜ํ•ด์•ผ ํ•˜๋Š” ๋ถ„๋“ค - GCP์— ๊ด€์‹ฌ์žˆ๋Š” ๋ถ„๋“ค ๐Ÿ“‹ ์ž๋ฃŒ ์‚ด์ง ์ •๋ฆฌ workshops ํด๋”๋ฅผ ๋ณด์‹œ๋ฉด 2๊ฐ€์ง€ ํ”„๋กœ์ ํŠธ๊ฐ€ ์กด์žฌํ•ฉ๋‹ˆ๋‹ค 1) Continuous training with scikit-learn and Cloud AI Platform - Lab 01 : caip-container - Lab 02 : kfp-pipeline - Lab 03 : kfp-cicd 2) Continuous training with TensorFlow 2.3, TFX 0.25 and Cloud AI Platform - Lab 01 : tfx-walkthrough - Lab 02 : tfx-pipeline - Lab 03 : tfx-cicd - Lab 04 : tfx-metadata examples ํด๋”๋Š” mlops-env-on-gcp, tfdv-structured-data ํด๋”๊ฐ€ ์žˆ์Šต๋‹ˆ๋‹ค. ํด๋” ์ •๋ฆฌ๋Š” ์ž˜ ์•ˆ๋˜์—ˆ์ง€๋งŒ, ํด๋” ๋‚ด๋ถ€๋ฅผ ์ž˜ ์ฐพ์•„๋ณด์‹œ๋ฉด ์œ ์šฉํ•œ ์ž๋ฃŒ๊ฐ€ ๋งŽ์ด ๋ณด์ž…๋‹ˆ๋‹ค ๐Ÿ™‚

์•Œ๋ฆผ

์•Œ๋ฆผ์ด ์—†์Šต๋‹ˆ๋‹ค