Ikram CHAIRI is an Assistant Professor at Mohammed VI Polytechnic University in the research group MSDA (Modeling Simulation and Data Analysis). Her research interests focus on Data Analysis, Machine Learning, especially in the development of new algorithms of training able to overcome the limitation of data in term of quality and quantity. She first obtained an engineering degree in Statistics and Data warehousing in 2010, and then, she got a PhD in Machine Learning and data analysis in 2014 from University Abdelmalek Essaâdi. In 2015, she was a Postdoctoral Research at GIAA (Laboratory of applied artificial intelligence) at university Carlos III of Madrid and participated in the projects on intelligent conversational agent for RENFE.