Common Pitfalls Autoencoders: What Are They, and Why You Should Never Use Them For Pre-Processing Fundamental limitations you need to be aware of before using autoencoders as pre-processing step in predictive modeling problems on tabular data. Yves-Laurent Kom Samo, PhD 19 Apr 2022 · 14 min read