인공신경망 이론학습
04.인공신경망 이론. pdf
ANN
(Artificial Neural Network)
1) 인공 신경망 가중치 적용한 시각화 실습
https://github.com/J-o-y-y/ms_ai_school/blob/main/20230623_%EC%9D%B8%EA%B3%B5_%EC%8B%A0%EA%B2%BD%EB%A7%9D_%EA%B0%80%EC%A4%91%EC%B9%98_%EC%A0%81%EC%9A%A9%ED%95%9C_%EC%8B%9C%EA%B0%81%ED%99%94_%EC%8B%A4%EC%8A%B5.ipynb
2) 평균 제곱 오차 간단한 실습
https://github.com/J-o-y-y/ms_ai_school/blob/main/20230623_%ED%8F%89%EA%B7%A0%EC%A0%9C%EA%B3%B1%EC%98%A4%EC%B0%A8_%EA%B0%84%EB%8B%A8%ED%95%9C_%EC%8B%A4%EC%8A%B5.ipynb
3) 인공지능 신경망 - 활성화 함수 시그모이드 실습
https://github.com/J-o-y-y/ms_ai_school/blob/main/20230623_%EC%9D%B8%EA%B3%B5%EC%A7%80%EB%8A%A5_%EC%8B%A0%EA%B2%BD%EB%A7%9D.ipynb
4) 인공신경망 - 하이퍼볼릭 탄젠트 함수 실습
https://github.com/J-o-y-y/ms_ai_school/blob/main/20230623_%EC%9D%B8%EA%B3%B5%EC%8B%A0%EA%B2%BD%EB%A7%9D_%ED%95%98%EC%9D%B4%ED%8D%BC%EB%B3%BC%EB%A6%AD_%ED%83%84%EC%A0%A0%ED%8A%B8_%ED%95%A8%EC%88%98.ipynb
- paperswithcode
https://paperswithcode.com/paper/edgenext-efficiently-amalgamated-cnn
5) 인공신경망 - 렐루(ReLU) 함수 실습
https://github.com/J-o-y-y/ms_ai_school/blob/main/20230623_%EC%9D%B8%EA%B3%B5%EC%8B%A0%EA%B2%BD%EB%A7%9D_%EB%A0%90%EB%A3%A8_%ED%95%A8%EC%88%98_%EC%8B%A4%EC%8A%B5.ipynb
6) 인공신경망 - 산점도 시각화
(인공신경 간단하게 실습 100에포크 마다 산점도 시각화 실습)
https://github.com/J-o-y-y/ms_ai_school/blob/main/20230623_%EC%9D%B8%EA%B3%B5%EC%8B%A0%EA%B2%BD%EB%A7%9D_%EC%82%B0%EC%A0%90%EB%8F%84_%EC%8B%9C%EA%B0%81%ED%99%94.ipynb
7) 단순 선형 회귀- 개념 간단 실습
https://github.com/J-o-y-y/ms_ai_school/blob/main/20230624_%EB%8B%A8%EC%88%9C_%EC%84%A0%ED%98%95_%ED%9A%8C%EA%B7%80_%EA%B0%9C%EB%85%90.ipynb
8) 단순 선형 회귀 - 최소 제곱법을 이용한 단순 선형 회귀 구현
https://github.com/J-o-y-y/ms_ai_school/blob/main/20230624_%EB%8B%A8%EC%88%9C_%EC%84%A0%ED%98%95_%ED%9A%8C%EA%B7%80_%EC%B5%9C%EC%86%8C_%EC%A0%9C%EA%B3%B1%EB%B2%95%EC%9D%84_%EC%9D%B4%EC%9A%A9%ED%95%9C_%EB%8B%A8%EC%88%9C_%EC%84%A0%ED%98%95_%ED%9A%8C%EA%B7%80_%EA%B5%AC%ED%98%84.ipynb
https://github.com/pytorch/vision/blob/main/torchvision/models/vgg.py
https://github.com/dansuh17/alexnet-pytorch/blob/master/model.py
- A Neural Network
