Lab: Multi-dimensional data analysis with NumPy
Steps
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https://www.kaggle.com/code/orhansertkaya/numpy-tutorial-for-beginners
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Use Case - https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud
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Focus on “Business” use-cases and concepts rather than pure science/pure math use-cases. The social sciences are OK because the data sets and analysis is easy to understand.
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Avoid too “mathy” use-cases in physics or chemistry that would require prerequisite knowledge.