Part I: Applications in the Automotive and Transport Sector.- Parameter Tuning for Speed Changes Detection in On-Road Audio Recordings of Single Drives?.- Attempt to better trust classification models: Application to the Ageing of Refrigerated Transport Vehicles.- Part II: Perspectives on Artificial Learning.- Automatic Stopwords Identification from Very Small Corpora.- BacAnalytics: A Tool to Support Secondary School Examination inFrance.- Towards Visual Concept Learning and Reasoning: On Insights into Representative Approaches.- The Impact of Supercategory Inclusion on Semantic Classifier Performance.- Recognition of the Flue Pipe Type Using Deep Learning.- Part III: Industrial Applications.- Adaptive Autonomous Machines - Modeling and Architecture?.- Automated completion of partial configurations as a diagnosis task Using FastDiag to improve performance.- Exploring configurator users' motivational drivers for digital social interaction.- Impact of the Application of Artificial Intelligence Technologies in a Content Management System of a Media.- A Conversion of Feature Models into an Executable Representation in Microsoft Excel.- Part IV: Basic Research and Algorithmic Problems.- Explainable Artificial Intelligence. Model Discovery with Constraint Programming.- Deep Distributional Temporal Difference Learning for Game Playing.