Will Deep Learning Models Beat Classical ML algorithms on tabular data in 2028?
Will Deep Learning Models Beat Classical ML algorithms on tabular data in 2028?
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This will resolve YES if in 2028, the majority of winning solutions to tabular competitions (including tabular classification, regression, forecasting, etc.) on Kaggle use Deep Learning techniques. If a solution uses an ensemble that consists of both DL and classical algorithms, it will be excluded from the calculation of the majority for this market.
Resolves N/A if Kaggle or a similar ML competition website doesn't exist anymore.
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What is this?
What is Manifold?
Manifold is the world's largest social prediction market.
Get accurate real-time odds on politics, tech, sports, and more.
Win cash prizes for your predictions on our sweepstakes markets! Always free to play. No purchase necessary.
Are our predictions accurate?
Yes! Manifold is very well calibrated, with forecasts on average within 4 percentage points of the true probability. Our probabilities are created by users buying and selling shares of a market.
In the 2022 US midterm elections, we outperformed all other prediction market platforms and were in line with FiveThirtyEight’s performance. Many people who don't like trading still use Manifold to get reliable news.
How do I win cash prizes?
Manifold offers two market types: play money and sweepstakes.
All questions include a play money market which uses mana
and can't be cashed out.
Selected markets will have a sweepstakes toggle. These require sweepcash
to participate and winners can withdraw sweepcash as a cash prize. You can filter for sweepstakes markets on the browse page.
Redeem your sweepcash won from markets at
1.00 → $1.00, minus a 5% fee.
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