Image to Caption System

Let me walk you through how I'd design an image captioning system at production scale. I'll go stage by stage – business and ML objectives, high-level design, data and feature strategy, embeddings, pipeline architecture including modeling and training details, infrastructure, evaluation, and robustness. This system automatically generates natural language descriptions of images, serving accessibility needs, content understanding, and search indexing.