Bestpetting Cheated(kaggle.com)
kaggle.com
Bestpetting Cheated
https://www.kaggle.com/bminixhofer/how-bestpetting-cheated#715681
2 comments
I don't see much wrong, or how this would be cheating. They produced a winning entry, it should be on the organizer to ensure that their test data set isn't trivially findable. It would be like testing a digit recognizer on the MNIST data set and being surprised when someone just hashes it. A real solution isn't to force opensourcing it is to get better metrics. Maybe add a random component like a GAN to generate potential test data, and see if anything classifies that correctly. In the real world when the metric becomes the target it ceases to be a good metric. So test what you want to test and not just some existing data set.
Edit: I didn't see that the test data was given. See the first reply to this comment.
Edit: I didn't see that the test data was given. See the first reply to this comment.
The issue isn't that they found a copy of the test data online (The test input data was provided to them as part of the problem.)
The issue is that they manually labeled the test data, and then pretended they didn't.
The competition objective is to provide an ML solution that produces labels for the test data, showing your work with code (to prove you didn't just hand label the data.)
Instead, they did manually label the data, and hid their manual labels in the id column of that external data source.
The issue is that they manually labeled the test data, and then pretended they didn't.
The competition objective is to provide an ML solution that produces labels for the test data, showing your work with code (to prove you didn't just hand label the data.)
Instead, they did manually label the data, and hid their manual labels in the id column of that external data source.
Ah, thank you, that part wasn't clear when I was reading it!
[deleted]
According to this presentation
https://www.slideshare.net/DataFestTbilisi/how-to-win-a-mach...
He worked at H2O.ai (but I think he was now fired). Prior to that (again according to the above).
Overall seems to be impressive track, this is the type of track that often mentioned on HN, the top firms would hire from...
Completely not clear why he needed to cheat, are there other sophisticated cheaters out there for these types of competitions?
May be there needs to be prises for 'checking' other peoples work..?