What is deep learning and how is it related to machine learning?
Introduction Imagine teaching a child to recognize animals in a picture book. You start with simple examples—a cat, a dog, a bird—and slowly, they begin to understand and identify these animals on their own. This is very much like how deep learning and machine learning work, except instead of a child, it's a computer, and instead of animals, it’s data. But what exactly are these terms, and how are they connected? Let’s dive in. What is Machine Learning? Machine learning is a branch of artificial intelligence (AI) that focuses on building systems that can learn from and make decisions based on data. Think of it as teaching computers to recognize patterns, just like how you might learn to recognize the ingredients of your favorite recipe by taste alone. A Brief History of Machine Learning The concept of machines learning from data has been around for decades. It began with simple algorithms, like linear regression, in the 1950s, which were used to make predictions based on data. A...