
Supervised Learning: Can Algorithmic Bias Be Erased?
Supervised learning. It's the workhorse of modern machine learning, powering everything from spam filters that keep our inboxes clean to medical diagnoses that save lives. But what exactly is supervised learning? In essence, it's about training a model to learn a mapping function from input to output based on labeled training data. Let’s dive in and explore the depths of this powerful technique.
What is Supervised Learning?
The Core Concept
At its heart, supervised learning involves teaching a machine learning model to predict an outcome based on labeled input data. Think of it as a student learning from a teacher who provides both the questions (input data) and the correct answers (labels). The model's goal is to learn the relationship between the inputs and outputs so that it can accurat...