Applied ML path
T-shaped маршрут от agent engineering к данным, небольшим моделям, speech и production serving.
Classifier distillation
Teacher labeling, human review, TF-IDF baseline, calibration, abstention и безопасный rollout.
Speech ML
VAD, KWS, ASR, endpointing, streaming windows, log-mel, FAR/FRR и latency для voice agents.
Inference serving
Packaging, latency, batching, memory, quantization, shadow/canary, monitoring и rollback моделей.