At Venitronics, I developed and supported software systems across AI/ML modeling, model evaluation, annotation, and training. I analyzed model outputs for accuracy, reliability, performance, and failure cases.
I also developed systems software and integrated software components for intelligent systems. My work included debugging, root-cause analysis, and evaluating system behavior under different operating conditions.
On my AI-Based Apparel Identification in the Absence of Barcodes project, I designed and evaluated a computer-vision product identification system using image retrieval across 10,000+ product images. I implemented YOLOv8, CLIP image embeddings, and FAISS similarity search, then analyzed incorrect matches and edge cases.
I built a Flask application for image upload, product identification, similarity search, and structured product information retrieval. I benchmarked retrieval performance and documented findings from experimentation.
