Challenges of Training Models on Medical Data

Techniques to tackle Class Imbalance, Multi-Task, and Dataset Size

Rishiraj Acharya
4 min readApr 9, 2020

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Amongst the many problems faced during training algorithms on medical datasets, these three are most common:

  1. Class Imbalance challenge
  2. Multi-Task challenge
  3. Dataset Size challenge

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Rishiraj Acharya

GDE in ML (Gen AI, Keras) | GSoC '22 at TensorFlow | TFUG Kolkata Organizer | Hugging Face Fellow | Kaggle Master | MLE at Tensorlake, Past - Dynopii, Celebal