After waves of user requests, annotations are finally back in Google Analytics and GA4’s version is more useful than ever. Whether you manage analytics for a brand, agency or client, annotations are ...

When AI models fail to meet expectations, the first instinct may be to blame the algorithm. But the real culprit is often the data—specifically, how it’s labeled. Better data annotation—more accurate, ...

When we talk about artificial intelligence, most people immediately think of futuristic robots and self-driving cars. But here’s the truth I’ve learned over years of working with data and leading ...

Different projects require different workflows. In data annotation platforms, flexible workflows help manage quality, speed, and complexity. Rigid workflows can lead to delays and errors, especially ...

Before we dive deeper, let’s answer the question: what is data annotation? Data annotation helps us to label data for its further usage by ML models. With labeled data, machines can better understand ...

The pancreas and tumor are represented by the colors orange and green, respectively. Given the weak label, we expand it to a lesion marker (teal green) and background markers (red). We then utilize ...