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One-shot learning is actually a machine learning paradigm aiming to recognize objects or patterns from a restricted amount of training examples, often just just one instance.Let's explore them one after the other. Assist Vector Machines : Assist vector machine is often a supervised learning process and is particularly employed for classification an