The Vectice Software - Core Benefits
Vectice Ensures Repeatability and Transparency in Machine Learning
Repeatability in machine learning is the ability to recreate predictions that were generated in the past using the same dataset and codebase.
Vectice's autoversioning and lineage feature makes this process smooth and easy by linking all artifacts to each step of the process. With a detailed lineage, companies have the ability to repeat ML experiments which helps show that results are consistent and repeatable, and detect the root cause of bias or malfunctioning. A lineage automatically tracks which models and datasets were used for which iterations.
Since ML models act as black boxes, teams have a responsibility to show why a particular outcome was produced, being able to explain these outcomes is essential before models are deployed. With best practices, teams can drive consistent results and outcomes, or at least show why a surprising result was produced by the model.