ML Paper Review and Implementation Practice

• This repository is for studying several machine learning papers and implementing them in code.
• A list of papers to be covered in this repository is described below.

List of Papers

1. Attention is all you need (NIPS 2017)
   • Original Paper / Code Implementation
2. LipSync3D: Data-Efficient Learning of Personalized 3D Talking Faces From Video Using Pose and Lighting Normalization (CVPR 2021)
   • Original Paper / Code Implementation
3. DORO: Distributional and Outlier Robust Optimization (ICML 2021)
   • Original Paper / Code Implementation
4. MLP-Mixer: An all-MLP Architecture for Vision (NIPS 2021)
   • Original Paper / Code Implementation
5. AugMix: A Simple Data Processing Method to Improve Robustness and Uncertainty (ICLR 2020)
   • Original Paper / Code Implementation
6. Encoding in Style: a StyleGAN Encoder for Image-to-Image Translation (CVPR 2021)
   • Original Paper / Code Implementation
7. StyleCLIP: Text-Driven Manipulation of StyleGAN Imagery (ICCV 2021)
   • Original Paper / Code Implementation
8. Shallow Bayesian Meta Learning for Real-World Few-Shot Recognition (ICCV 2021)
   • Original Paper / Code Implementation