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Maggie | Data Scientist on Instagram: "@maggieindata The assumptions of linear regression models is a commonly asked question in big tech companies for data science and data scientist roles. Remember: linearity, independence, homoscedastivity, normality of errors. 📍save this for later!"
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Insightforge | Data Science & AI on Instagram: "Linear Regression might look simple but it works only if certain assumptions hold true. Think of them as the ground rules that make your model’s predictions reliable, unlike black-box models where clarity often gets lost. ✔ Errors should be normally distributed ✔ No (or little) multicollinearity between predictors ✔ Homoscedasticity: variance of errors stays constant ✔ Linear relationship between features and outcome ✔ Independence of Errors Why do
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