Your question is Joint Image-Text Embeddings. Take a moment with it on the right.
Talk me through your thinking if you like. When you're confident, submit your answer and I'll grade it like a real screen (7/10 or better passes).
Describe how you would implement and train a joint embedding model for image-text pairs in PyTorch, given the dataset and constraints.