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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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