venv

Python 3.3+comes built-in, lightweight and does not require installation. Create python - m venv myenv. Simple projects are preferred.

conda

Can manage Python versions and binary dependencies. First choice for data science, suitable for installing numpy and pytorch.

poetry

Modern Python packaging and dependency management. Automatically locking versions, suitable for modern projects.

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