Looking for a job

Ritika Banerjee

@ritikabanerjee2

Message

I build production backend and computer vision systems for AI-powered applications.

India

Message

What I'm looking for

I'm looking to build production AI-powered applications where I can own backend architecture, data pipelines, deployed inference, and computer vision systems end to end.

At Meridian Data Labs, I build production backends for AI-powered inventory management and industrial inspection, connecting FastAPI, PostgreSQL/pgvector, MinIO, Docker, and model inference workflows.

I’ve designed asynchronous image-processing and embedding pipelines with TaskIQ, integrated SAM, TripoSR, and pgvector retrieval, and built WebSocket communication between distributed inspection devices. My computer vision work improved minority-defect recall by 15%, achieved 92% detection accuracy, and improved defect detection accuracy by 80% on 3,000+ raw jute images.

I also built AI publishing and anomaly-detection systems, reducing manual campaign deployment by 70% and delivering sub-two-second alert latency.

Experience

Work history, roles, and key accomplishments

Current

Backend Engineer – Machine Learning & Computer Vision Systems

Current

Meridian Data Labs

Apr 2026 - Present (4 months)

Architected an end-to-end backend system integrating FastAPI, PostgreSQL/pgvector, and MinIO for automated image ingestion, storage, and visual retrieval from Raspberry Pi-based capture devices. Designed an asynchronous processing pipeline using TaskIQ to offload compute-intensive workloads, and integrated SAM, pgvector, and TripoSR for advanced model outputs.