LSTMs vs. CNNs: A Battle of Neural Networks
In the realm of artificial intelligence, neural networks have emerged as powerful tools for solving complex problems. Two prominent architectures within the neural network landscape are Long Short-Term Memory (LSTM) networks and Convolutional Neural Networks (CNNs). While both excel in specific domains, their underlying mechanisms and applications differ significantly. LSTMs: Mastering Sequential Data LSTMs, a type of recurrent neural network (RNN), are designed to handle sequential data, such as time series data and natural language processing (NLP) tasks....