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4 cards from this section. Quick, good the night before a test.
What is the primary goal of model building in data science?
Think about why we use data to make predictions.
Name one type of machine learning algorithm used in model building.
Consider common algorithms discussed in class.
What does model building primarily involve?
Focus on what this phase is known for.
Machine learning algorithms are used for what purpose?
Think about what algorithms do in data science.
A company is facing declining sales and hires you as a data scientist. Describe how you would approach model building to forecast future sales. Include details on data preparation, algorithm selection, and evaluation metrics.
Think about the lifecycle steps we've discussed.
Discuss how you would address the problem of overfitting in a predictive model you built. What strategies could you implement?
Consider ways to balance complexity and performance.
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