Conv1D Layers in Time-Series

Photo by Yuvraj Sachdeva on Unsplash

For this blog, I will describe the parameters of the Conv1D layer and a simple WaveNet-like DCNN(Dilated Convoluted Neural Network) used for a time-series problem. Hackathon contestants predominantly solved time-series problems with ARIMA and GRU or LSTM neural networks. However, recent DCNN architectures have been showing up on winning hackathon notebooks. A convolutional layer is a piece of a neural network architecture often used for…