Prof. Fabrizio Angiulli
Dr. Fabio Fassetti
Towards Reliable Machine Learning
The increasing interest in machine and deep learning applications has highlighted how it is powerful to have notable amounts of data and complex models which can leverage it to solve hard tasks. The reverse of the medal of this complexity is a lack of interpretability of the obtained results and an impossibility to inspect data to prevent possible issues like biases or to find new knowledge.
My research focuses on the Explainable Artificial Intelligence topic, aimed to overcome the highlighted critical issues by providing users and practitioners with the instruments for a more aware use of models and data.