MLfix to quickly fix datasets Introduction MLfix Key takeaways Carla Synthetic Datasets Finding a needle in a haystack with MLfix Outlook According to a study evaluating the impact of data cleaning on ML classification tasks, data quality affects machine learning (ML) model performances, and data scientists spend considerable amounts of time on data cleaning prior to model training. Since MLfix was evidently successful in identifying errors even in carefully curated AI datasets like Mapillary traffic sign dataset to improve the performance of the models, as shown in our previous experiments, we ran the synthetic datasets through MLfix which helped us identify many critical issues in our CARLA synthetic data generation pipeline.