1D Convolutional Neural Networks Lecture

Abstract

This lecture overviews 1D Convolutional Neural Networks that has many applications in 1D signal analysis. It covers the following topics in detail: 1D Convolution, 1D CNN Architecture, Convolutional Layer, Fully Connected Layer, Pooling Layers, Activation Functions, Supervised Learning, Classification/Regression, 1D CNN Training, 1D CNN applications (ECG monitoring, Music tagging).

1D CNN architecture.

ECG monitoring.

1D-Convolutional-Neural-Networks-v1.2.1-Summary