๊ด€๋ฆฌ ๋ฉ”๋‰ด

๋ชฉ๋ก์ธ๊ณต์ง€๋Šฅ ์ตœ์ ํ™” (1)

DATA101

[Deep Learning] ์ตœ์ ํ™”(Optimizer): (1) Momentum

๋ณธ ํฌ์ŠคํŒ…์—์„œ๋Š” ๋”ฅ๋Ÿฌ๋‹ ์ตœ์ ํ™”(optimizer) ๊ธฐ๋ฒ• ์ค‘ ํ•˜๋‚˜์ธ Momentum์˜ ๊ฐœ๋…์— ๋Œ€ํ•ด ์•Œ์•„๋ด…๋‹ˆ๋‹ค. ๋จผ์ €, Momentum ๊ธฐ๋ฒ•์ด ์ œ์•ˆ๋œ ๋ฐฐ๊ฒฝ์ธ ๊ฒฝ์‚ฌ ํ•˜๊ฐ•๋ฒ•(Gradient Descent)์˜ ํ•œ๊ณ„์ ์— ๋Œ€ํ•ด ๋‹ค๋ฃจ๊ณ  ์•Œ์•„๋ณด๋„๋ก ํ•˜๊ฒ ์Šต๋‹ˆ๋‹ค.๐Ÿ“š ๋ชฉ์ฐจ1. ๊ฒฝ์‚ฌ ํ•˜๊ฐ•๋ฒ•์˜ ํ•œ๊ณ„ 1.1. Local Minimum ๋ฌธ์ œ 1.2. Saddle Point ๋ฌธ์ œ2. Momentum 2.1. ๊ฐœ๋… 2.2. ์ˆ˜์‹1. ๊ฒฝ์‚ฌ ํ•˜๊ฐ•๋ฒ•์˜ ํ•œ๊ณ„๊ฒฝ์‚ฌ ํ•˜๊ฐ•๋ฒ•(Gradient Descent)์€ ํฌ๊ฒŒ 2๊ฐ€์ง€ ํ•œ๊ณ„์ ์ด ์žˆ์Šต๋‹ˆ๋‹ค. ์ฒซ์งธ, Local Minimum์— ๋น ์ง€๊ธฐ ์‰ฝ๋‹ค๋Š” ์ . ๋‘˜์งธ, ์•ˆ์žฅ์ (Saddle point)๋ฅผ ๋ฒ—์–ด๋‚˜์ง€ ๋ชปํ•œ๋‹ค๋Š” ์ . ๊ฐ๊ฐ์— ๋Œ€ํ•ด ์•Œ์•„๋ด…๋‹ˆ๋‹ค.1.1. Local Minimum..