jaehyun-ko / EE4178

Introduction to Artificial Intelligence(Deep Learning)

EE4178 (2020 Fall)

인공지능(딥러닝)개론 Pytorch 실습

• 실습환경
  • 언어: Python3.6 (3.5+)
  • 딥러닝 프레임워크: Pytorch1.6 (1.2+)
  • 실습 환경: Google Colab

Contents

01. Basics

• Google Colab and Basic Python

• Pytorch (simple network with CIFAR10)

• XOR network

• Linear Regression Model

02. Intermediate

• CNN(Convolutioanl Neural Network)-MNIST

• Look inside CNN

• RNN(Recurrent Neural Network)-MNIST

• Simple Sentiment Classfier-IMDB

• Transfer Learning

03. Advanced

• VAE

• Custom Dataloader

Project

• Project Utils