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dl_basic's Introduction

DL_Basic

02 캐글 이동
03 pytorch 시작하는 딥러닝 이동

딥러닝 알아가기 첫걸음

웹 페이지 주소 : https://ldjwj.github.io/DL_Basic/

딥러닝 기본 및 실습

PDF

기본개발 환경설치(Window) PDF
기본개발 환경설치(mac) PDF
딥러닝 시작하기 PDF
딥러닝 기본용어 PDF
딥러닝 기본 PDF
CNN 시작하기 시작하기_PDF 기본_PDF CNN 업그레이드
텐서플로워기본 PDF
모델 개선(Dropout) PDF
RNN 기본입문 PDF
GAN 기본입문 PDF

SourceCode

딥러닝 시작하기

python 기본 함수 및 기본 라이브러리 HTML pdf
numpy 기본 HTML PDF
Bike Sharing Demand HTML PDF
Titanic HTML PDF

MNIST 이미지 데이터 셋

MNIST 01 HTML PDF
MNIST 02 HTML PDF
MNIST 03 HTML PDF
MNIST 04 HTML PDF

영화 리뷰 긍정/부정 분류, 뉴스 기사 분류

영화 리뷰 분류 HTML PDF
뉴스 기사 분류 HTML PDF

CNN

CNN FirstModel HTML PDF
CNN SecondModel HTML PDF
CNN 231n 참조 HTML
CNN Upgrade - LeakyRelu HTML PDF
CNN Conv3 HTML PDF
Dogs vs Cats HTML PDF
CIFAR-10 (1)HTML PDF
CIFAR-10 (~모델 save) (3).py

Surface Crack Detection

데이터 셋 : https://www.kaggle.com/datasets/arunrk7/surface-crack-detection
내용 : 콘크리트 표면 샘플 이미지(손상 예측)
CNN 기본 모델 구축 (1) - HTML PDF

Cat vs Dog Dataset

CNN colab 환경 - HTML PDF
CNN 캐글노트북 - 기본모델(캐글노트북) HTML PDF
CNN (2) - 이미지제너레이터 HTML PDF
CNN (3) - VGG16 HTML PDF
CNN (4) - VGG16 HTML PDF

Tensorflow 2.x 실습

MNIST HTML PDF
fashion MNIST DNN HTML PDF
fashion MNIST CNN HTML PDF
캐글(Dogs vs. Cats) HTML PDF

딥러닝 자연어

텍스트 데이터 처리(1)HTML PDF
텍스트 데이터 처리(2) - WordEmbedding(단어 임베딩) HTML PDF
텍스트 데이터 처리(3)-사전훈련모델HTML PDF

딥러닝 RNN

RNN 모델 실습(1) - 순서가 있는 값 예측 HTML PDF
RNN 모델 실습(2) - 영화 리뷰 데이터 IMDB 실습 - SimpleRNN HTML PDF
RNN 모델 실습(3) - 영화 리뷰 데이터 IMDB 실습 - LSTM HTML PDF

딥러닝 GAN

GAN - 적대적 생성 신경망(MNIST) HTML PDF
GAN - NeuralStyleTransfer HTML PDF

자동차 드라이버 이미지 데이터 분석

이미지 확인 및 gif만들기 Link
이미지 EDA 및 CNN 모델 구축 Link

캐글

Titanic - Machine Learning from Disaster [Link] https://www.kaggle.com/c/titanic
Bike Sharing Demand [Link] https://www.kaggle.com/c/bike-sharing-demand
Dogs vs. Cats Link
Spaceship Titanic Link
PUBG Finish Placement Prediction(Kernels Only) Link
American Express - Default Prediction Link
ASHRAE - Great Energy Predictor II Link

pytorch 시작하기

Wine 딥러닝 모델 구축 HTML PDF
기본 텐서의 이해 및 기본 함수 HTML PDF
선형회귀 모델 기본HTML PDF
fashin MNIST 딥러닝 모델 구축 HTML PDF

참고 site

Neural Network Playground - https://playground.tensorflow.org/
내용중의 일부는 케라스 창시자에게 배우는 딥러닝을 참조하였습니다.

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