2 papers
cs.SE2026
On the Relation between Code Quality and Machine Learning Performance: A Large-scale Empirical Study
Marius Mignard, Steven Costiou, Anne Etien
Context: Computational notebooks are the standard environment for machine learning (ML) development. Within the ML community, model performance is often the primary considered metr…
cs.SE2025
Analysing Python Machine Learning Notebooks with Moose
Marius Mignard, Steven Costiou, Nicolas Anquetil +1
Machine Learning (ML) code, particularly within notebooks, often exhibits lower quality compared to traditional software. Bad practices arise at three distinct levels: general Pyth…