Cleanlab: Correct your data labels automatically and quickly – Towards AI

Originally published on Towards AI. I used an open-sourced library, cleanlab, to remove low-quality labels on an image dataset. The model trained on the dataset without low-quality data gained 4 percentage points of accuracy compared to the baseline model (trained on all data). Improving data quality sounds easy enough. But the workload of manually checking data quality can quickly become insurmountable as the dataset scales.