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Illustrated Guide to RNN, LSTM, and Transformers
Recurrent Neural Networks
Recurrent Neural Networks are an extremely powerful machine learning technique but they may be a little hard to grasp at first. For those just getting into machine learning and deep learning, this is a guide in plain English with helpful visuals to help you grok RNN’s.
LSTM and GRU
LSTM’s and GRU’s are widely used in state of the art deep learning models. For those just getting into machine learning and deep learning, this is a guide in plain English with helpful visuals to help you grok LSTM’s and GRU’s.
Transformers
Transformers are the rage nowadays, but how do they work? This video demystifies the novel neural network architecture with step by step explanation and illustrations on how transformers work.