Smart Diagnosis and Design Optimization Laboratory

Prof. Oh gave a series of online lectures (15 hours) on various topics on artificial intelligence. The lectures were on September 23-26, 2020.

Topics of Day 1 (AI Basic, 7 hours)

- Introduction

- Python + Tensorflow

- Optimization

- Machine Learning

- Gradient Descent Algorithms

- Overfitting

- ANN from Perceptron to MLP

- CNN

- CNN: Go deeper

Topics of Day 2 (AI Advanced, 7 hours)

- Modern CNNs

- CAM

- Transfer Learning

- Autoencoder

- Convolutional Autoencoder

- GAN

- FCN

- RNN

Topics of Day 3 (AI Application, 1 hour)

- Fault Diagnosis of Mechanical Systems​