Giorgio Nocerino


BIG DIVE 2020 – Module 2 “Machine and Deep Learning intensive”

5-day full-time course completed by Giorgio Nocerino on October 16th, 2020.

Core topics by ISI:

  • Machine Learning algorithms with Sklearn
  • Statistical Learning Theory with practical exercises
  • Neural Networks and Backpropagation
  • Building from scratch and training neural networks with TensorFlow and Keras
  • Brief history of Deep Learning, with focus on Computer Vision
  • Building from scratch and training deep convolutional NNs with TensorFlow and Keras
  • Transfer Learning: feature extraction and fine-tuning


Guest lectures:

  • Machine Learning Explainability by Nexi
  • Training Deep Learning Models and HPC4AI by Unito
  • Machine Learning in forecasting by Glovo