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Inventory Management using Machine Learning

Project type

Machine Learning for Optimization Problems in Retail

Implementation of four randomized Optimization algorithms in order to maximize profits given cost constraints.

Key Technical Insights:
• The Genetic Algorithm (GA) performed best, balancing exploration and exploitation to optimize inventory selection.
• Although MIMIC also provided high fitness values but because of its long runtimes, scalability of this model would've been an issue.

Business Impact:
• Enabled millions in increased sales through identification of the most in-demand product mix that fit the cost constrains
• Minimized losses from unsold inventory

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