/Data_Visualization_Class

2022 Fall Class

Primary LanguagePython

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 Image_Generation

2. Style Mixing

  • Demo Style_Mixing

3. Latent Space Manipulation

  • GANSpace: Discovering Interpretable GAN controls
  • Demo Latent_Space_Manipulation

4. GAN Inversion

  • Image2StyleGAN: How to Embed Images into the StyleGAN latent space
  • Demo GAN_Inversion1_2 GAN_Inversion2_2

Data_Visualization_Class (2022 Fall)

  1. Data Science Pipeline and Data Collection
  2. Data Cleaning/Storing/Merging
  3. Univariate Analysis
  4. Univariate Visualization and Covariation
  5. Bivariate Analysis and Visualization
  6. Statistical Tests and Regression Analysis
  7. Other Regression Issues
  8. Causal Inference
  9. Stata
  10. Network Visualization and Visual Decision Support Systems
  • Ecoxight
  1. Visualization Theory 1
  2. Visualization Theory 2
  3. Streamlit
  4. Back-end Development with Flask
  • D3, HTML, JavaScript, jQuery, Flask
  1. Wireframing and Bootstrap
  • CSS, CSS Grid, Bootstrap, Tailwind, Sass