Data Science Intern at Wi-Tronix

(May 2024 - Aug 2024)

MLOps

Computer Vision

DL

Data Engineering

• Optimized ML model pre-processing pipeline, achieving 75% reduction in processing time and 70% decrease in RAM usage through distributed processing, significantly improving scalability and eliminating memory-bound issues
• Engineered data transfer agent to fetch production data and store them in company data centers, reducing S3 storage costs by 35% and enhancing pre-processing efficiency for model training
• Developed custom deep learning model based on ShuffleNet and EfficientNet, enhancing transfer learning for detecting camera obstructions in train cockpit footage by 30%, and deployed it using Flask for production