Analyzing the Distribution of Face Images via StyleGAN based Image Generation and Inversion

1. Image Generation

• StyleGAN2: Analyzing and Improving the Image Quality of StyleGAN
• FreezeD: a Simple Baseline for Fine-tuning GANs
• Demo

2. Style Mixing

• Demo

3. Latent Space Manipulation

• GANSpace: Discovering Interpretable GAN controls
• Demo

4. GAN Inversion

• Image2StyleGAN: How to Embed Images into the StyleGAN latent space
• Demo

Data_Visualization_Class (2022 Fall)

2. Data Science Pipeline and Data Collection
3. Data Cleaning/Storing/Merging
4. Univariate Analysis
5. Univariate Visualization and Covariation
6. Bivariate Analysis and Visualization
7. Statistical Tests and Regression Analysis
8. Other Regression Issues
9. Causal Inference
10. Stata
11. Network Visualization and Visual Decision Support Systems

• Ecoxight

12. Visualization Theory 1
13. Visualization Theory 2
14. Streamlit
15. Back-end Development with Flask

• D3, HTML, JavaScript, jQuery, Flask

17. Wireframing and Bootstrap

• CSS, CSS Grid, Bootstrap, Tailwind, Sass