Author

Roshini Banu

Data Science Engineer

Three years of experience in Data Science, Machine Learning, Deep Learning, and Edge AI, developing real-time solutions across computer vision and predictive analytics. She specializes in end-to-end AI systems, including face authentication, liveness detection, object detection, and efficient deployment on resource-constrained edge devices.

1 post

Edge AI

Accuracy Isn’t Everything: What Deploying AI at the Edge Taught Me

For a long time, I thought one number was enough to evaluate a model. Then I had to run one on real hardware, in real time, and realized that accuracy alone doesn't tell the whole story.

By Roshini Banu 4 August 2026 3 min read