Author: Gokulnath B

How Can Human-in-the-Loop Annotation Improve Machine Learning Performance

In case you were paying attention to the field of AI, you already know one thing: machine learning systems can only be as good as what they are trained on. You may create the most high-tech model architecture, apply the latest algorithms, and pay thousands of dollars for cloud computing, but without labeling your data, […]

How Does Image and Video Annotation Improve Computer Vision Accuracy

You see how you train a child to see a cat? You do not simply throw a huge heap of indiscriminate pictures on them and hope some kind of revelation. No way! You point, you say “Cat!” You repeat it, repeat it, till they are able to distinguish between a cat and a dog, a […]

What Are the Different Types of Data Annotation Used in AI

Ever catch yourself wondering how a car with no driver can spot a pedestrian but ignore a lamppost? Or how a chatbot just seems to “get” the grump in your complaint about cold pizza? That’s not sorcery—it’s Artificial Intelligence at work. But, spoiler alert: there’s no lightning strike, no instant genius. All that wow-factor? It’s […]

Why Is High-Quality Data Labeling Important for AI Model Accuracy

The concept of Artificial Intelligence (AI) might appear to be magic to a rookie, yet on the inside, it is all about data, and not any data, but properly labeled data. Consider it the contrast between providing a student with clear, well-structured notes and providing a stack of scribbles to them. Data labeling in AI […]

How Does Data Annotation Work in Machine Learning Projects

Artificial Intelligence (AI) and Machine Learning (ML) are no longer seen as something of the future; they are the under-the-hood technology that propels our lives. From personalized shopping suggestions to AI-powered fraud authentication and voice-recognizing assistants, these innovations rely on a well-structured data annotation process that enables machines to accurately understand and interpret human inputs. […]

What Is Data Labeling and Why Is It the Backbone of AI Training Data

Artificial​‍​‌‍​‍‌​‍​‌‍​‍‌ Intelligence is changing the world around us in every possible way, from voice assistants, smart cars, and AI-powered medical devices to e-commerce personalization tools and much more. However, there is an interesting question worth asking: What keeps AI alive? Not only are strong algorithms and processing power responsible for this, but raw data in […]