What is weak supervision, and how do you train models with noisy or programmatic labels?

Hand-labeling at scale is the bottleneck. Weak supervision generates labels programmatically instead, and the signal is whether you can explain how a label model denoises conflicting sources into probabilistic labels. Here is the answer.

Updated Aug 2026 · Grounded in real Applied AI Engineer interview loops and written to a senior-engineer editorial bar.