Bibhabasu Mohapatra bibhabasumohapatra

Hi there ,I'm Bibhabasu

Won a bronze medal rank 80th Top 7% (80/1245) in the HuBMAP + HPA - Hacking the Human Body Competition (Image Segmentation) hosted on Kaggle:
- GitHub Repo of the Implementation: GitHub Repo
- Kaggle link for Jupyter Notebook: Submission Notebook best Result
Vision Transformer and Visualizing Attentions and Latents from scratch:
- GitHub Repo of the Implementation: GitHub Repo
- YouTube Video Implementation: Implementation
- YouTube Video Visualization: Visualization
How EMA Works?
- Illustrated Example: NoteBook
How Cosine Annealing Works?
- timm Implementation: Cosine Annealing Meaning
How to do Deep Supervision without much inside Segmentation Models PyTorch?
- Changing git repo of smp (Segmentation models PyTorch): Notebook
Approach with Huggingface Models - US patent phrase to phrase matching Kaggle Competition
- Training NB: Training Notebook
- Inference: Inference Notebook
Top 40% Solution to Pets Pawpularity Kaggle Competition (Image Classification):
- Kaggle link for Jupyter Notebook: Solution Notebook
- Well-managed GitHub Repo of the Implementation: GitHub Repo
Ensembles with folds some Tabular Playground Series:
- Tutorial to LightGBM: LightGBM Tutorial
- Tutorial to XGBoost Classifier: XGBoost Tutorial