Yves Chauvin is the Director of the Investment Data Platform at AXA-IM, Rosenberg Equity. He is responsible for data processing from supplier data to data integration and for the construction of data quality tools used in computer models for asset management. He started work in Machine Learning more than 20 years ago, when Machine Learning was seen as an alternative statistical tool to extract relevant knowledge from noisy data. One current topic of interest is how recent advances in Machine Learning may change or add constraints to data processing and knowledge management in the financial industry.