Machine Learning Engineer (Software Developer - Nlp - L5)
Current• Launched Alexa support for Echo Buds and Amazon Halo fitness band. Responsible for developing deterministic and statistical models for NLU support. It includes authoring FST grammars, and developed linear and DNN models for domain and intent classification and slot tagging.• Designed the entire language schema for Alexa for Halo – Defined the intents, labels, entities to support customer queries for 5 broad domains – fitness, body stats, sleep, tone analysis and overall health. • Developed annotation tool to help bootstrap new NLU features. Used to label over >10000 utterances and saved manual effort. • Also responsible for debugging offline and online metrics and failures, updating models and entity resolution for Halo.• Achieved CSAT (~5.5), GSR (~85%), NLU ER (~3%) targets.