Andrey Malinin: Uncertainty in Speech Recognition and Machine Translation
Data Fest Online 2020
Uncertainty Estimation in ML track https://ods.ai/tracks/uncertainty-estimation-in-ml-df2020
Speaker: Andrey Malinin, Yandex & HSE
This video is more heavily focused towards research. Here we introduce ensemble-based uncertainty estimation for autoregressive structured prediction models. We discuss ensemble combination and the derivation of token-level and sequence-level measures of total and knowledge uncertainty. We evaluate the proposed approach on the tasks of sequence and token level error detection and out-of-domain input detection.
Register and get access to the tracks: https://ods.ai/events/datafest2020
Join the community: https://ods.ai/
Видео Andrey Malinin: Uncertainty in Speech Recognition and Machine Translation канала ODS AI Global
Uncertainty Estimation in ML track https://ods.ai/tracks/uncertainty-estimation-in-ml-df2020
Speaker: Andrey Malinin, Yandex & HSE
This video is more heavily focused towards research. Here we introduce ensemble-based uncertainty estimation for autoregressive structured prediction models. We discuss ensemble combination and the derivation of token-level and sequence-level measures of total and knowledge uncertainty. We evaluate the proposed approach on the tasks of sequence and token level error detection and out-of-domain input detection.
Register and get access to the tracks: https://ods.ai/events/datafest2020
Join the community: https://ods.ai/
Видео Andrey Malinin: Uncertainty in Speech Recognition and Machine Translation канала ODS AI Global
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