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Deep Learning vs Machine Learning: A Simple Explanation of the difference between deep learning vs machine learning and deep learning for dummies. Deep learning is a subset of artificial intelligence involved with the creation of algorithms which can modify itself without human intervention to produce desired output- by feeding itself through structured data. The main advantage of deep learning networks is that they do not necessarily need structured/labeled data of the pictures to classify the two animals. Machine learning algorithms almost always rely on the network of deep networks (artificial neural networks) The difference between the two types of AI stems from the way the system works to solve problems- by passing questions through various hierarchies of concepts.