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Deep Learning is a Machine Learning technique that employs neural networks to perform complex computations on massive amounts of data. It is widely used in industries and has gained popularity mainly in scientific computing. It uses interconnected nodes in a layered structure that resembles the human brain and can automatically learn intricate features from complex and unstructured data. This article discusses the top 10 Deep Learning algorithms that you should know in 2023, such as Convolutional Neural Networks (CNNs), Transformer Networks, and Long Short-Term Memory Networks (LSTMs).