Demystifying LSTMs and GRUs: A Deep Dive into Long-Term Dependencies in Machine Learning

As the field of machine learning has evolved, the need to effectively process sequential data such as text, audio, and time series has grown significantly. Traditional Recurrent Neural Networks (RNNs) have offered a valuable but limited solution,…