/SimpleCNN

Happy hacking ๐Ÿ˜

Primary LanguagePython

SimpleCNN

Code-Description

๊ตฌ๊ธ€๋งํ•ด๋ณด๋‹ˆ๊นŒ CNN์˜ ์ •ํ™•์„ฑ์„ ์˜ฌ๋ฆด ๋•Œ

  • weight ์ดˆ๊ธฐํ™”
  • batch nomalization (์งˆ๋ฌธ !!)
  • dropout (์งˆ๋ฌธ !!)

์žˆ๋‹ค ํ•ด์„œ ์ ์šฉํ•ด๋ดค์”€

result

Test set: Average loss: 0.0270, Accuracy: 9914/10000 (99%)

Questions

  1. layer๋“ค์—์„œ Conv2d,BatchNorm2d, ReLU ์ด๋ ‡๊ฒŒ ๊ฑฐ์น˜๋Š”๋ฐ ๊ฐ๊ฐ ๊ฑฐ์น  ๋•Œ์˜ ํšจ๊ณผ๋“ค ์ข€ ์ž์„ธํžˆ ์•Œ๊ณ  ์‹ถ๋‹ค.
  2. Dropout ??

InceptionCNN

result

Test set: Average loss: 0.0235, Accuracy: 9926/10000 (99%)

Questions

  1. ๊ณ„์‚ฐ๋Ÿ‰ ์ค„์ด๋ ค๊ณ  ์“ด๋‹ค๊ณ  ํ•˜๋˜๋ฐ ์‹œ๊ฐ„ ์™ค์ผ€ ์˜ค๋ž˜ ๊ฑธ๋ฆผ?

TODO

๋น„์ฅฌ์–ผ๋ผ์ด์ฆˆํ•ด๋ด์•ผ๊ฒ ๋”ฐ