Here’s my attempt using a modification of Jeremy’s lesson3-Rossman https://github.com/dtylor/dtylor.github.io/blob/master/kaggle/titanic/titanic_nn.ipynb. My submission score was pretty average at 77%. I tried also using the generated embeddings in a random forest regressor and achieved the same score.