bibhabasumohapatra Goto Github PK

profile page: https://bibhabasumohapatra.github.io/

• 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