Supervised Learning (์ง๋ ํ์ต)
Label์ด ๊ฒฐ์ ๋ ๋ฐ์ดํฐ๋ฅผ ๊ฐ์ง๊ณ ํ์ตํ๋ ๋ฐฉ๋ฒ
Example
- Image Labeling
- Email spam filter
- Predicting exam score
Unsupervised Learning(๋น์ง๋ ํ์ต)
Label์ด ์๋ ์ํ๋ก ํ์ตํ๋ ๊ฒ, ๊ทธ๋ฃนํ(ํด๋ฌ์คํฐ๋ง)์ ํ๋ ๊ฒ์ ๋ชฉ์ ์ผ๋ก ํ๋ค.
Example
- News Grouping
Types of supervised Learning
Regression
๊ฐ์ ์์ธกํ๋ ๊ฒ
Binary Classification
ํด๋์ค๋ฅผ ๋๋๋ ๊ฒ (Pass / Fail)
Multi-Label Classification
์ฌ๋ฌ๊ฐ์ ํด๋์ค๋ก ๋๋๋ ๊ฒ (A / B / C โฆ)
Training Data Set
๋ชจ๋ธ์ ํ์ต์ํค๊ธฐ ๊ทํ ์ฌ๋ฃ
์ด๋ค ๋ชจ๋ธ์ ํ์ต ์ํค๋๋์ ๋ฐ๋ผ Label ๊ฐ์ด ์์นํ์ด๋ ๋ฒ์ฃผํ์ด๋๋ก ๊ฒฐ์ ๋๋ค.
Reference
- [DeepLearningZeroToAll](https://github.com/hunkim/DeepLearningZeroToAll\](https://github.com/hunkim/DeepLearningZeroToAll)