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Yes, sci-kit can handle a lot of data.
But as you found out, it might be that your machine is not enough. Alternatively you may need to use the software better. Read
Strategies to scale computationally: bigger data
from the sci-kit documentation.
Edit:
Density estimation for large dataset
on Cross Validated is quite relevant.
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