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Deep Active Learning

Research RoadMap:

  • Identify the technical challenges when combining Active learning and Deep learning

Berlin Proposal

  • Identity the preprocessing steps and models for Additive Manufacturing images
  • Obtain at the end scripts for DAL framework that can be used for use cases.

Post-Berlin

  • Experiments on update vs from scratch training
  • Explore the Explainable Active Learning (the idea would be to build a toolbox for it and then adapt it for a type of interesting dataset that we want to explore)
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