*Test for overfitting: this is a verification whether the tested model is really capable to solve any complex problem, or it is ’just’ trained to solve the given problems in public set.

The problems are divided into three subsets:
🔹 Public: 731 instances openly available on the Hugging Face platform
🔹 Commercial: 276 instances sourced from startup repositories; only the results are publicly accessible
🔹 Held-Out: 858 problems that mirror the public set, used to test for overfitting

What I do believe in is iteration: taking multiple steps, refining, and adapting to reach the result you want.

For detailed explanation, and examples, check out my latest Brainwave newsletter:
Substack: kwilatech.substack.com/p/brainwave-...

or

kwila.tech

Substack
kwilatech.substack.com/p/brainwave-...
AI Literacy First!

Bonus Tip: Skip the books. Here is my 1-page summary… behind my paywall.

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Who doesn’t want to be fancy and trendy⁉️ (Spoiler: losers)

Use FRTM! 
(Or don’t if you insist to be, you know, loser. It’s your call, no pressure. Loser.)

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- Bot likes = Instant engagement (no human emotions required).
- Bot comments = "Wow, mind-blowing!" (generic praise, zero effort).
- Bot follows = Grow your network (without remembering names).

Why waste your precious time on the AI-slope?
Automate!

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