Result: 73% accuracy.
My attempt at 'https://www.kaggle.com/competitions/titanic/data' where I train a simple fully connected network. I also nievevely handle the nans by just setting these as -1.
There are better alternatives of this: https://www.kaggle.com/competitions/titanic/discussion/483472