Fastai tabular on small dataset

I scraped the ufc website for all the fight stats and converted them into a dataset. It has only around 5000 rows. I was wondering if I can use deep learning on this small dataset.
The data is here: Kaggle/ufcdata
I have fit Randomforest and Xgboost models on the data and wanted to know if I can use deep learning here.
Github link: github/UFC-Predictions

Maybe, but you will have to decrease the embedding size and the number of neurons.