Deep Learning Algorithm - leemik3/tensorflow-2.0 GitHub Wiki

์‹ฌ์ธต ์‹ ๊ฒฝ๋ง (DNN)

ํ•ฉ์„ฑ๊ณฑ ์‹ ๊ฒฝ๋ง (CNN)

  • LeNet-5, AlexNet, VGG, GoogLeNet, ResNet

์ˆœํ™˜ ์‹ ๊ฒฝ๋ง (RNN)

  • ์‹œ๊ณ„์—ด ๋ฐ์ดํ„ฐ์™€ ๊ฐ™์ด ์‹œ๊ฐ„ ํ๋ฆ„์— ๋”ฐ๋ผ ๋ณ€ํ™”ํ•˜๋Š” ๋ฐ์ดํ„ฐ๋ฅผ ํ•™์Šต
  • ์ˆœํ™˜ : ์ž๊ธฐ ์ž์‹ ์„ ์ฐธ์กฐํ•œ๋‹ค๋Š” ๋œป, ํ˜„์žฌ ๊ฒฐ๊ณผ๊ฐ€ ์ด์ „ ๊ฒฐ๊ณผ์™€ ์—ฐ๊ด€์ด ์žˆ์„ ๋•Œ
  • ๊ธฐ์šธ๊ธฐ ์†Œ๋ฉด ๋ฌธ์ œ๋กœ ํ•™์Šต์ด ์ œ๋Œ€๋กœ ๋˜์ง€ ์•Š๋Š” ๋ฌธ์ œ - LSTM

์ œํ•œ๋œ ๋ณผ์ธ ๋งŒ ๋จธ์‹ 

  • ๊ฐ€์‹œ์ธต๊ณผ ์€๋‹‰์ธต์œผ๋กœ ๊ตฌ์„ฑ
  • ์ฐจ์› ๊ฐ์†Œ, ๋ถ„๋ฅ˜, ์„ ํ˜• ํšŒ๊ท€ ๋ถ„์„, ํ˜‘์—… ํ•„ํ„ฐ๋ง, feature learning, topic modeling์— ์‚ฌ์šฉ

์‹ฌ์ธต ์‹ ๋ขฐ ์‹ ๊ฒฝ๋ง