Experience

Apple Inc.Seattle, WA, U.S.

Jun. 2025 – Sep. 2025 Machine Learning Intern (AI/ML DMLI Forecasting)

• Developed hierarchical forecasting model for iPhone demand
• Investigated benefits of hierarchical reconciliation towards target level forecast accuracy
• Delivered mathematical explanation for MinTrace reconciliation alongside rigorous experimental comparisons
• Designed and merged a hierarchical forecasting module into the team’s ML pipeline
• Showcased accuracy improvement in the team’s monthly review to senior leadership