Are Label Errors Imperative? Is Confident Learning Useful? | by Suneeta Mall | May, 2022
Data-Centric AIWhat makes deep-learning so great, despite what you may have heard, is data!There is an old saying that sums it up pretty well:The model is only as good as the data!Which brings us to the real question: exactly how good is your data? Collecting ground truth/training datasets is incredibly expensive, laborious, and time-consuming. The process of labeling involves searching for the object of interest and applying prior knowledge and heuristics to come to a final decision. A decision to represent if the object…