Community

๐ŸŒˆ Full Stack Deep Learning - Spring 2021 ๊ฐ•์˜(๋ฌด๋ฃŒ) ๐ŸŽ ์ด ์ž๋ฃŒ๋ฅผ ์ถ”์ฒœํ•˜๋Š” ์ด์œ  - ๋”ฅ๋Ÿฌ๋‹ A to Z๋ฅผ ๋ชจ๋‘ ์ตํž ์ˆ˜ ์žˆ๋Š” ๊ฐ•์˜์ž…๋‹ˆ๋‹ค - ํ˜„์กดํ•˜๋Š” MLOps

๐ŸŒˆ Full Stack Deep Learning - Spring 2021 ๊ฐ•์˜(๋ฌด๋ฃŒ) ๐ŸŽ ์ด ์ž๋ฃŒ๋ฅผ ์ถ”์ฒœํ•˜๋Š” ์ด์œ  - ๋”ฅ๋Ÿฌ๋‹ A to Z๋ฅผ ๋ชจ๋‘ ์ตํž ์ˆ˜ ์žˆ๋Š” ๊ฐ•์˜์ž…๋‹ˆ๋‹ค - ํ˜„์กดํ•˜๋Š” MLOps ์˜์ƒ ์ค‘ ๋งค์šฐ ๊ณ ํ€„๋ฆฌํ‹ฐ ์˜์ƒ์ž…๋‹ˆ๋‹ค - 2019๋…„ ๋ฒ„์ „์€ ์ œ๊ฐ€ ์ˆ˜๊ฐ•ํ•˜๊ณ  ๋ฉ”๋ชจํ•œ ์ ์ด ์žˆ๋Š”๋ฐ, 2021๋…„ ๋ฒ„์ „์ด ๋” ๋””๋ฒจ๋กญ๋˜์—ˆ์Šต๋‹ˆ๋‹ค. 2021 ๋ฒ„์ „์œผ๋กœ ๋“ฃ๋Š” ๊ฒƒ์„ ์ถ”์ฒœ๋“œ๋ฆฝ๋‹ˆ๋‹ค - AI Ethics, Testing, Deployment ๋“ฑ ์ •๋ง ์œ ์šฉํ•œ ๋‚ด์šฉ์ด ๋งŽ์ด ์žˆ์Šต๋‹ˆ๋‹ค. ํ˜„์žฌ ์˜์ƒ์ด ๋ชจ๋‘ ์˜ฌ๋ผ์˜ค์ง€ ์•Š์•˜์ง€๋งŒ 1๋‹ฌ ๋‚ด๋กœ ๋ชจ๋‘ ์˜ฌ๋ผ์˜ฌ๊ฑฐ์—์š” - ์ €๋Š” 500๋‹ฌ๋Ÿฌ๋ฅผ ๋‚ด๊ณ  ์œ ๋ฃŒ๋กœ ์ˆ˜๊ฐ•ํ•˜๊ณ  ์žˆ์Šต๋‹ˆ๋‹ค(ํ”„๋กœ์ ํŠธ๋„ ์ง„ํ–‰ ์ค‘) ๋ฐฐ์šฐ๋Š” ๊ฒƒ์ด ๋งŽ์€ ์ˆ˜์—…์ž…๋‹ˆ๋‹ค ๐Ÿ‘ ์ฝ์œผ๋ฉด ์ข‹์€ ๋ถ„ - ๋”ฅ๋Ÿฌ๋‹, ๋จธ์‹ ๋Ÿฌ๋‹ ํ”„๋กœ์ ํŠธ๋ฅผ ์ง„ํ–‰ํ•ด์•ผ ํ•˜๋Š” ๋ถ„ - ๋จธ์‹ ๋Ÿฌ๋‹ ํ”„๋Ÿฌ๋•์…˜์„ ํ•˜์…”์•ผ ํ•˜๋Š” ๋ถ„ - MLOps์— ๊ด€์‹ฌ์žˆ๋Š” ๋ถ„ - ๋”ฅ๋Ÿฌ๋‹ ๊ธฐ๋ณธ์„ ํ•œ๋ฒˆ ๊ณต๋ถ€ํ•˜์‹  ๋ถ„ ๐Ÿ“‹ ๋ชฉ์ฐจ - Week 1: Fundamentals : ๋”ฅ๋Ÿฌ๋‹ ๊ธฐ์ดˆ ๋ณต์Šต - Week 2: CNNs : CNN ํ•™์Šต - Week 3: RNNs : RNN ํ•™์Šต - Week 4: Transformers : Transformer ํ•™์Šต - Week 5: ML Projects : ๋จธ์‹ ๋Ÿฌ๋‹ ํ”„๋กœ์ ํŠธ ์ง„ํ–‰ ๊ณผ์ • ์„ค๋ช… - Week 6: Infra & Tooling : ๋จธ์‹ ๋Ÿฌ๋‹/๋”ฅ๋Ÿฌ๋‹ ์ธํ”„๋ผ์™€ ๋„๊ตฌ ์„ค๋ช… - Week 7: Troubleshooting : ํ”„๋กœ์ ํŠธ ํŠธ๋Ÿฌ๋ธ” ์ŠˆํŒ… - Week 8: Data : Data Management ๋ฐฉ๋ฒ• - Week 9: Ethics : AI ์œค๋ฆฌ ํ•™์Šต - Week 10: Testing : ๋ชจ๋ธ ํ…Œ์ŠคํŒ…, Explainability ์„ค๋ช… - Week 11: Deployment : ๋จธ์‹ ๋Ÿฌ๋‹/๋”ฅ๋Ÿฌ๋‹ ๋ชจ๋ธ ๋ฐฐํฌ - Week 12: Research : ์—ฐ๊ตฌ - Week 13: Teams : ML์˜ ์—ญํ• ๊ณผ ํŒ€ ๊ตฌ์กฐ ์„ค๋ช… - Week 14: Projects : ํ”„๋กœ์ ํŠธ ์†Œ๊ฐœ

์•Œ๋ฆผ

์•Œ๋ฆผ์ด ์—†์Šต๋‹ˆ๋‹ค