Isha Khatana

Key Projects & Impact

1. Anomaly Detection Model Management System
Developed a retraining framework that triggers automatically when model yield drops below threshold. Enabled continuous monitoring and analysis.
Impact: 40% increase in yield, 70% reduction in manual effort.

2. Multi-Chip Quality Assurance – Defect Detection
Improved detection accuracy from 60% to 90% by combining data mining , analysis along with regression-based modeling.
Impact: Higher reliability and reduced rework in production.

3. Categorization of Factory Raw Databases
Optimized large-scale data labelling using clustering techniques. Deployed algorithm validates machine-wise labels before acceptance.
Impact: Enabled accurate generation of training data for downstream classification tasks.

Professional Experiences

• Collaborated with cross-functional teams to enhance data-driven decision-making processes.
• Implemented data visualization tools to present insights to stakeholders effectively.
• Mentored junior data scientists on best practices in statistical modeling and analysis.
• Optimized algorithms to improve processing speed and efficiency of data workflows.
• Facilitated workshops to train teams on advanced analytics techniques and tools.
• Identified opportunities for improvement by leveraging advanced analytics methods such as clustering or anomaly detection.
• Identified potential risks associated with deploying AI-based solutions into production environments.
• Collaborated with stakeholders to define business requirements for analytics projects.