Dear @scRNAseqandscATACseqDataAnalysisDREAMChallengeParticipants , This is a friendly reminder that the deadline of the Final Round is **Wednesday, February 8th, 23:59 Pacific Time** and your team will have **5 total valid submissions per task**. Please make sure you have made at least one valid submission to the **Final Round**. The best of the submission(s) from the **Final Round** will be used to determine your final rank. FYI: There is twice more testing data in the Final Round compared to the Leaderboard Round. It's possible to reach the memory limit if the model is computing all files in parallel. A tip is to divide all files into smaller batches (something like [here](https://github.com/Sage-Bionetworks-Challenges/multi-seq-challenge-example-models/blob/e26d31012eb9f8c75e3d20a2f0110c430b68d5ca/task1/r-magic/run_model.R#L28-L35) in R or [here](https://github.com/Sage-Bionetworks-Challenges/multi-seq-challenge-example-models/blob/cb7a2fac4ba4f8a30266fdf64156b3c656dbf91a/task1/py-deepimpute/run_model.py#L19-L24) in python) and concurrently compute each batch. By doing so, it could be helpful to avoid overloading the memory. Thank you all for your efforts! Best of luck, @scRNAseqandscATACseqDataAnalysisDREAMChallengeOrganizers