Nikhil Singh

About Nikhil Singh

I am a Machine Learning Engineer who enjoys solving complex real-world problems using…

Experience

1. Ai Engineer

   AIRA Matrix

   Jul 2023 — Present · Thane, IN

   Developed SOTA Deep Learning models for semantic segmentation, for high-resolution histopathology images- Reduced development time by 80% by employing semi-supervised and weakly supervised learning techniques- Built an Annotation tool with SAM and CellViT backend, reducing annotation time and effort by upto 60%- Developed a real-time video analytics solution, optimized to support high throughput tasks- Engineered scalable, efficient and modular data pipelines, ensuring maintainability and increasing performance by 30% of large-scale ML workflows- Utilised multi-modal models like CLIP, SAM, and Yolo-World for synthetic data generation and rapid feasibility testingof new tasks where annotated data was unavailable- Designed and implemented end-to-end system for inference and human-in-loop model evaluation, for 2x faster experimentation and validation- Collaborated with stakeholders to define performance metrics, establish development road-maps, and deliver proof-of-concept solutions aligned with business objectives.

Education

• IIT Bhubaneswar

  Dual Degree (BTech and MTech)

  2018 — 2023