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derive the KKT conditions: Stationary condition. Primal feasibility condition. Dual feasibility condition. Complementary slackness condition. Use the previous conditions to present a complete and detailed

derive the KKT conditions:
Stationary condition.
Primal feasibility condition.
Dual feasibility condition.
Complementary slackness condition.
Use the previous conditions to present a complete and detailed development of the regression model
related to the optimization problem (1)
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