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  ELM (Extreme Learning Machine) Information ELM (Extreme Learning Machine) is a type of feedforward neural network that was proposed as a fast and efficient alternative to traditional backpropagation-based neural networks. ELM can learn from large and complex datasets with high dimensional inputs and outputs, by randomly initializing the input-to-hidden weights and analytically computing the output weights using a least-square.. Zettelkasten/Terminology Information 2023. 3. 4.