Optimization for Data Science

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Gradient ( Steepest ) Descent ( OR ) Learning Rule

Logisitic Regression

Diagnostics to Improve Linear Model Fit

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Performance Measures

Muliple Linear Regression

Classification

K - means Clustering

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Model Assessment

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Cross Validation

Solving Data Analysis Problems - A Guided Thought Process