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Online Token Processing, Embeddings, and Classification

Algorithm · Apple · Hard

Online Token Processing, Embeddings, and Classification Problem Overview This phone-screen exercise asks you to create an end-to-end online learning pipeline for a stream of labeled text records. Your design must: Consume one (text, label) pair at a time without first scanning the complete corpus. Produce an embedding for each token or document. Train a classifier incrementally and use it to predict labels for later records. The focus is on implementing a streaming training…

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