AI's best kept secret
Photo by Kristina Flour on Unsplash When you think of Artificial Intelligence, what comes to your mind ? Most probably you think of Machine learning models or some highly sophisticated algorithms. However, behind every successful AI system is something which is far less glamorous, but definitely most critical. And that is Data . Without strong data foundation, even the most sophisticated AI model cannot deliver accurate and reliable results. And that is why I call data engineering as the backbone and hidden secret of AI. In this article, we will understand: Why data engineering is a true backbone of AI. How it enables AI systems to function. Last but not the least, What makes it indispensable in today’s data driven world. 1. Data is Fuel for AI model Press enter or click to view image in full size Data engineering, Oil refinery analogy Every AI model needs data for its training. But raw data as it exists in the real world, is messy, incomplete and inconsistent. Think of it ...