Deep Learning, Optimization, Neural Networks, Convex Optimization, Trends.
needs to find minimum once, so it needs less computational intensitive and provides stable and exact output. Are Neural Network Convex? The answer is No. You might want to argue that convex optimization shouldn’t be that interesting for machine learning since we often encounter loss surfaces like