Bayesian Neural Network Series Post 1: Need for Bayesian Neural Networks

Figure 1: Network with point-estimates as weights vs Network with probability distribution as weights. Source

This post is the first post in an eight-post series of Bayesian Convolutional Networks. The posts will be structured as follows:

1. Need for Bayesian Neural Networks
2. Background knowledge needed to understand Bayesian Neural Networks better
3. Some recent work in the field of Bayesian Neural…