This is our final updated version with changes done in lieu with review comments. We changed some parts in methodology and fixed some formatting issues.
BibTeX does not have the right entry for preprints. This is a hack for producing the correct reference:
@booklet{EasyChair:5572,
author = {Prakrit Tyagi and Pranav Bahl and B B Arora},
title = {Hyper-Parameter Analysis of Deep Auto Encoder for Flow Prediction},
howpublished = {EasyChair Preprint 5572},
year = {EasyChair, 2021}}