Machine learning has become an integral part of many fields of research and has achieved considerable success. Despite continued advancements made, it is not always explainable: (a) what information is the machine learning from the data? and (b) how is the machine making the decisions? The 5th edition of Valais/Wallis AI workshop focuses on these questions by engaging researchers from various fields through presentations and discussions.