I have used the tabular learner for a raw numbers only dataframe without cat vars and therefore without embeddings. So basically creating a plain neural net with a few layers using fastai.tabular. A few tweaks are necessary, but overall it works fine. Head over to our Time Series Learning Competition thread to check it out! (shameless advertising! )