Which of the following statements is false?
A) In a time series, a time step is the next point in time.
B) In a text sequence, a "time step" would be the next word in a sequence of words.
C) The looping in convolutional neural networks enables them to learn and remember relationships among the data in the sequence.
D) The word "good" on its own has positive sentiment. However, when preceded by "not," which appears earlier in the sequence, the sentiment becomes negative.

Question

Quizplus · Accepted Answer

The statement about convolutional neural networks (CNNs) is false because CNNs do not inherently involve looping to learn and remember relationships in sequence data. Instead, recurrent neural networks (RNNs) and their variants like LSTM (Long Short-Term Memory) or GRU (Gated Recurrent Unit) networks are designed for this purpose, handling sequences by maintaining a form of memory of previous inputs. CNNs are primarily used for spatial data processing, such as image recognition, where they apply filters to capture spatial hierarchies.

Which of the Following Statements Is False