Supervised Learning: Decoding Bias Through Explainable AI
Supervised learning is the bedrock of much of modern machine learning, powering everything from spam filters to medical diagnoses. But what exactly is supervised learning, and how can you leverage its power for your own projects? This article dives deep into the world of supervised learning, exploring its core concepts, algorithms, real-world applications, and providing practical insights to help you get started.
What is Supervised Learning?
Defining Supervised Learning
Supervised learning is a type of machine learning where an algorithm learns from a labeled dataset. This means that each data point in the dataset is tagged with the correct answer, or "label." Think of it like teaching a child – you show them a picture of a cat and tell them, "This is a cat." After seeing many labeled exam...