Data Intelligence

A data science team spends six weeks building a model, only to watch it underperform in production. The algorithm was not the problem. The training data was inconsistent, half-labeled, and full of formatting mismatches nobody caught until the model started making strange predictions. This happens more often than most AI teams admit, and it almost […]