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Created understatscraper, a Python library to easily get shots data from Understat for either a single game or a whole season.
pypi.org/project/unders…
github.com/Shivank12batra…
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Shivank
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Spending billions to train the "best" base model? You might be optimizing the wrong thing! 🎯
We show that controlling sharpness during mid-training leads to over 35% less forgetting after fine-tuning / quantization... even when the base model itself gets worse.
🧵 Takeaways for pretraining:
- Use SAM (Sharpness-Aware-Minimization) in the final steps (~10%)
- Try much higher learning rates (yes, even ~10× larger)
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looking back at old 100k+ LOC projects that I wrote with my bare hands back in my prime
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Emi Buendia is the both (a) the best header of a ball in the Premier League of all the short players, and (b) the right-footed player who most has the vibe of a left-footed player
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Messy defensive code written by Codex (left) and code after Codex fixed it based on my feedback (right):
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Most frustrating thing with codex
Sebastian Aaltonen@SebAaltonen
Normal day: Codex again wrote defensive code inside hot inner loops. All of the data is already validated when the object enters the data structure. Super important to always check AI written code and ask it to clean up all the mess. Otherwise technical debt increases gradually.
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O Aston Villa de Unai Emery joga o melhor futebol da Europa em 2025/2026.
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this is what it feels like to play football manager
The Athletic | Football@TheAthleticFC
Earlier this year, Paulo Fonseca and Lyon were on a 13-game winning streak. But since that last victory in the middle of February, they have failed to win any of their last nine.
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