Data Disruptions to Elevate Entity Embeddings

Injecting random values during neural network training can help you get more from your categoricals

11 min read

8 hours ago

Photo by dylan nolte on Unsplash

Today I will discuss a stochastic regularization method to improve generalizability of entity embeddings in neural network models. I use a data generator to randomly inject selected input values into data during training…