26. Testdataleaked intotraining set2. Actually,let’s pivotthe entireapproach23. Datasethas 47samples.Total.16. OOMkilled atepoch 99of 1004.Requirementschanged…again39. Petphotobombedthe video call11. Who lefttrainingrunning ALLweekend?34. Thisnotebookis 2000cells long37. I’lldocumentthis later20. Weneedmore data30. Forgotto shufflethedataset31. Wait…which celldid I runlast?32. Jupyterkernel diedmysteriously5. Can wemake itreal-time?25. Extremeclassimbalancestrikes again19. Serverrebootedovernight.RIP myresults.12. Servercrashedduring thelive demo1. Can weget 99.9%accuracy?10. Whenwill themodel beproduction-ready?15.Someonehogged allGPUs38. Nicepajamatop on thecall29. Worksperfectlyon mymachine9. Thebusinessneed has…evolved18. SSHconnectiondied mid-experiment21. Thelabels arecompletelywrong28. Losswent toNaN onstep 140.Internetdied atdemo time13. CUDAout ofmemory36. “Quick5-minsync” = 45minutes14. Theserver issuspiciouslyslow today7. Thisshould besimple,right?3. A meetingcould havebeen anemail27. Groundtruth isn’tactuallytrue33.Restartkernel, runall, pray6.Stakeholderghostedafter week 28. Just addONE morefeaturebeforelaunch22. Whoannotatedthis?!17. Forgotto kill myprocess…sorry team!35. As permy lastemail…24. Thedata is toonoisy touseFree!26. Testdataleaked intotraining set2. Actually,let’s pivotthe entireapproach23. Datasethas 47samples.Total.16. OOMkilled atepoch 99of 1004.Requirementschanged…again39. Petphotobombedthe video call11. Who lefttrainingrunning ALLweekend?34. Thisnotebookis 2000cells long37. I’lldocumentthis later20. Weneedmore data30. Forgotto shufflethedataset31. Wait…which celldid I runlast?32. Jupyterkernel diedmysteriously5. Can wemake itreal-time?25. Extremeclassimbalancestrikes again19. Serverrebootedovernight.RIP myresults.12. Servercrashedduring thelive demo1. Can weget 99.9%accuracy?10. Whenwill themodel beproduction-ready?15.Someonehogged allGPUs38. Nicepajamatop on thecall29. Worksperfectlyon mymachine9. Thebusinessneed has…evolved18. SSHconnectiondied mid-experiment21. Thelabels arecompletelywrong28. Losswent toNaN onstep 140.Internetdied atdemo time13. CUDAout ofmemory36. “Quick5-minsync” = 45minutes14. Theserver issuspiciouslyslow today7. Thisshould besimple,right?3. A meetingcould havebeen anemail27. Groundtruth isn’tactuallytrue33.Restartkernel, runall, pray6.Stakeholderghostedafter week 28. Just addONE morefeaturebeforelaunch22. Whoannotatedthis?!17. Forgotto kill myprocess…sorry team!35. As permy lastemail…24. Thedata is toonoisy touseFree!

AI lab BINGO - Call List

(Print) Use this randomly generated list as your call list when playing the game. There is no need to say the BINGO column name. Place some kind of mark (like an X, a checkmark, a dot, tally mark, etc) on each cell as you announce it, to keep track. You can also cut out each item, place them in a bag and pull words from the bag.


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  1. 26. Test data leaked into training set
  2. 2. Actually, let’s pivot the entire approach
  3. 23. Dataset has 47 samples. Total.
  4. 16. OOM killed at epoch 99 of 100
  5. 4. Requirements changed… again
  6. 39. Pet photobombed the video call
  7. 11. Who left training running ALL weekend?
  8. 34. This notebook is 2000 cells long
  9. 37. I’ll document this later
  10. 20. We need more data
  11. 30. Forgot to shuffle the dataset
  12. 31. Wait… which cell did I run last?
  13. 32. Jupyter kernel died mysteriously
  14. 5. Can we make it real-time?
  15. 25. Extreme class imbalance strikes again
  16. 19. Server rebooted overnight. RIP my results.
  17. 12. Server crashed during the live demo
  18. 1. Can we get 99.9% accuracy?
  19. 10. When will the model be production-ready?
  20. 15. Someone hogged all GPUs
  21. 38. Nice pajama top on the call
  22. 29. Works perfectly on my machine
  23. 9. The business need has… evolved
  24. 18. SSH connection died mid-experiment
  25. 21. The labels are completely wrong
  26. 28. Loss went to NaN on step 1
  27. 40. Internet died at demo time
  28. 13. CUDA out of memory
  29. 36. “Quick 5-min sync” = 45 minutes
  30. 14. The server is suspiciously slow today
  31. 7. This should be simple, right?
  32. 3. A meeting could have been an email
  33. 27. Ground truth isn’t actually true
  34. 33. Restart kernel, run all, pray
  35. 6. Stakeholder ghosted after week 2
  36. 8. Just add ONE more feature before launch
  37. 22. Who annotated this?!
  38. 17. Forgot to kill my process… sorry team!
  39. 35. As per my last email…
  40. 24. The data is too noisy to use
  41. Free!