Giovanni Ansaloni: how do you squeeze AI into power-constrained edge devices?

Dr. Giovanni Ansaloni presented a deep dive into methodologies for algorithms optimization at ACACES24

– Signal compression with inputs sparsity and self similarity
– Lightweight feature extraction and classification
– EdgeML model optimization:

  • few-shot learning
  • personalization
  • distillation
  • federated learning