What are the differences between NumPy and SciPy for data visualization?
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What are the differences between NumPy and SciPy for data visualization?
NumPy is primarily for numerical operations, while SciPy builds on it for scientific computing, including advanced visualizations.
Can you give examples of visualizations that can be done with each?
Sure! NumPy can be used for basic plots with Matplotlib, while SciPy offers more complex visualizations like contour plots.
Which one should I use for a machine learning project?
For machine learning, you might start with NumPy for data manipulation and then use SciPy for more advanced statistical visualizations.
Are there any specific libraries that work well with both?
Yes, libraries like Matplotlib and Seaborn work well with both NumPy and SciPy for creating visualizations.
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