eBay·Machine Learning Engineer·Take-home Assignment
Apr 2026
eBay ML engineer take-home that was basically a mini research project. You had to build a full image-text retrieval pipeline from scratch using ResNet-50 and a sentence transformer, including the joint embedding space, a contrastive loss, and retrieval metrics. More involved than I expected for a single assignment.
- Build a model that projects both image and text encoders into a shared embedding space, train it with a contrastive loss like InfoNCE, and evaluate retrieval quality using metrics like Recall@k and MRR.
“This was the whole assignment in one shot.” The rest of the author's notes on Machine Learning Engineer interview at eBay, Take-home Assignment round, covers how they worked through the question, what the panel pushed back on, and what they would do differently.
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