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# Paper_Implementations

## Implementations of Deep learning research papers, with their summaries

Paper summaries can be found on my twitter handle- 
www.twitter.com/Dr_amritpal 

## Aim
- Understand and use/replicate latest research works 


## GANs
- [ ] DCGANs
  - [x] Face generation
  - [x] Artwork generation
  - [ ] Medical dataset generation
- [ ] CycleGANs
- [ ] Pix_2_Pix
- [ ] ProGANs
- [x] StyleGANs   



## Segmentation
- [x] UNET
- [ ] VNET       


## Transformers
- [x] Visual transformers
- [ ] 
- [ ]  

## NLP papers
- [ ] BERT
- [ ] BioBERT
- [x] ChexBERT


## Object detection
- [ ] RCNN
- [ ] Fast_R_CNN       


## Explainability
- [x] GRAD_CAM
- [ ] GRAD_CAM++
- [ ] Saliency maps


## Bias, Fairness in AI
- [ ] Aequitas
- [ ] SHAP values