ML-with-Python

파이썬을 이용한 머신러닝에 관해 다룹니다.

들어가기에 앞서 : https://ehpub.co.kr/%eb%93%a4%ec%96%b4%ea%b0%80%ea%b8%b0%ec%97%90-%ec%95%9e%ec%84%9c-%eb%a8%b8%ec%8b%9c%eb%9f%ac%eb%8b%9d-with-%ed%8c%8c%ec%9d%b4%ec%8d%ac/

첫 만남 : https://ehpub.co.kr/%ec%b2%ab-%eb%a7%8c%eb%82%a8-%eb%a8%b8%ec%8b%9c%eb%9f%ac%eb%8b%9d-with-%ed%8c%8c%ec%9d%b4%ec%8d%ac/

회귀 : https://ehpub.co.kr/%ed%9a%8c%ea%b7%80-%eb%a8%b8%ec%8b%9c%eb%9f%ac%eb%8b%9d-with-%ed%8c%8c%ec%9d%b4%ec%8d%ac/

회귀 모델 평가 도구: https://ehpub.co.kr/%ed%9a%8c%ea%b7%80-%eb%aa%a8%eb%8d%b8-%ed%8f%89%ea%b0%80-%eb%8f%84%ea%b5%ac-%eb%a8%b8%ec%8b%a0%eb%9f%ac%eb%8b%9d-with-%ed%8c%8c%ec%9d%b4%ec%8d%ac/

선형 회귀 모델과 경사하강법: https://ehpub.co.kr/%ec%84%a0%ed%98%95-%ed%9a%8c%ea%b7%80-%eb%aa%a8%eb%8d%b8%ea%b3%bc-%ea%b2%bd%ec%82%ac%ed%95%98%ea%b0%95%eb%b2%95-%eb%a8%b8%ec%8b%a0%eb%9f%ac%eb%8b%9d-with-%ed%8c%8c%ec%9d%b4%ec%8d%ac/

다항 회귀(Polynomial Regression): https://ehpub.co.kr/%eb%8b%a4%ed%95%ad-%ed%9a%8c%ea%b7%80polynomial-regression-%eb%a8%b8%ec%8b%a0%eb%9f%ac%eb%8b%9d-with-%ed%8c%8c%ec%9d%b4%ec%8d%ac/

선형 모델 규제(라쏘, 리지, 엘라스틱 넷) : https://ehpub.co.kr/%ec%84%a0%ed%98%95-%eb%aa%a8%eb%8d%b8-%ea%b7%9c%ec%a0%9c-%eb%a6%ac%ec%a7%80-%eb%9d%bc%ec%8f%98-%ec%97%98%eb%9d%bc%ec%8a%a4%ed%8b%b1-%eb%84%b7-%eb%a8%b8%ec%8b%a0%eb%9f%ac%eb%8b%9d-with/

선형 분류 모델 LogisticRegression : https://ehpub.co.kr/%ec%84%a0%ed%98%95-%eb%b6%84%eb%a5%98-%eb%aa%a8%eb%8d%b8-logisticregression-%eb%a8%b8%ec%8b%a0%eb%9f%ac%eb%8b%9d-with-%ed%8c%8c%ec%9d%b4%ec%8d%ac/

softmax 이진 분류 모델로 다중 분류 모델 만들기: https://ehpub.co.kr/softmax-%ec%9d%b4%ec%a7%84-%eb%b6%84%eb%a5%98-%eb%aa%a8%eb%8d%b8%eb%a1%9c-%eb%8b%a4%ec%a4%91-%eb%b6%84%eb%a5%98-%eb%aa%a8%eb%8d%b8-%eb%a7%8c%eb%93%a4%ea%b8%b0-%eb%a8%b8%ec%8b%a0%eb%9f%ac/

분류 모델 평가 도구 : https://ehpub.co.kr/%eb%b6%84%eb%a5%98-%eb%aa%a8%eb%8d%b8-%ed%8f%89%ea%b0%80-%eb%8f%84%ea%b5%ac-%eb%a8%b8%ec%8b%a0%eb%9f%ac%eb%8b%9d-with-%ed%8c%8c%ec%9d%b4%ec%8d%ac/

Binarizer로 recall과 precision 조절하기 : https://ehpub.co.kr/binarizer%eb%a1%9c-recall%ea%b3%bc-precision-%ec%a1%b0%ec%a0%88%ed%95%98%ea%b8%b0-%eb%a8%b8%ec%8b%a0%eb%9f%ac%eb%8b%9d-with-python/

KNN (K Nearest Neighbor) K 최근접 이웃 : https://ehpub.co.kr/knn-k-nearest-neighbor-k-%ec%b5%9c%ea%b7%bc%ec%a0%91-%ec%9d%b4-%eb%a8%b8%ec%8b%a0%eb%9f%ac%eb%8b%9d-with-python/