Introduction: Understanding Long Short-Term Memory Networks
Understand how long short-term memory networks (LSTMs) handle long-term dependencies in sequential data by overcoming vanishing gradients. Learn their architecture, compare them with vanilla RNNs, and explore improvements and variants such as bidirectional LSTMs, peephole connections, and gated recurrent units.
We'll cover the following...
We'll cover the following...
How long short-term memory networks work
In this chapter, we’ll discuss the fundamentals behind a more advanced RNN variant known as long short-term memory networks (LSTMs). Here, we’ll focus on ...