Intermediate
Artificial Intelligence & Machine Learning
Q48 / 100
What is LSTM and how does it address the vanishing gradient problem?
Correct! Well done.
Incorrect.
The correct answer is B) LSTM uses input, forget, and output gates to control information flow through a cell state, creating highways for gradients and preserving long-range dependencies
B
Correct Answer
LSTM uses input, forget, and output gates to control information flow through a cell state, creating highways for gradients and preserving long-range dependencies
Explanation
LSTM (Hochreiter 1997) cell state C_t has linear interaction — gradients flow back without vanishing. Gates control what to remember/forget/output. Handles long sequences (100-1000 steps), unlike vanilla RNNs.
Progress
48/100