We used Wav2Letter implementation in NVIDIA OpenSeq2Seq to replace RNN with a CNN architecture. Fig 2: A fully convolutional network for speech to text.

As neural networks scale to dozens of layers and billions of parameters, Facebook offers greater parallelism for models with PyTorch 1.1.

Learn how Network in Network (NiN) architectures work and how to implement them using PyTorch. This tutorial covers the concept, benefits, and step-by-step coding examples to help you build better ...