Ben recorded the extended version of his talk from the Applied Machine Learning Conference in Charlottesville (April 2026), covering the journey from notebook-based experimentation to production GPU data pipelines at startup scale.
The talk walks through the practical engineering decisions behind building data infrastructure at a five-person company, where every architecture choice has to balance speed, cost, and the reality that there's no dedicated platform team to fall back on.