IBM Data Science Professional
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About This Certification
The IBM Data Science Professional Certificate covers the full data science lifecycle — Python programming, data analysis with Pandas and NumPy, data visualization, SQL, machine learning with Scikit-learn, and applied data science projects. Completed through Coursera across 10 courses.
Who It's For
Career changers and beginners who want a comprehensive introduction to data science. The IBM certificate provides more depth in Python and ML than the Google analytics track, making it better suited for those targeting data science rather than pure analytics roles.