Почему одного Whisper оказалось недостаточно и как мы создали полноценный сервис распознавания речи

Всем привет! Меня зовут Наталья, я инженер машинного обучения в ЮMoney. Мы уже писали о том, как транскрибируем аудио с внутренних созвонов в текст. Прошёл год, и задача выросла: помимо созвонов мы решили транскрибировать все звонки службы поддержки, а также создать удобный интерфейс для работы с аудио и текстом. В этой статье расскажу, как нам удалось реализовать всё это, и при этом повысить качество распознавания и сохранить процесс внутри корпоративного контура. Мы протестировали различные решения и теперь делимся опытом, чтобы другие команды могли быстрее внедрять проверенные подходы и избегать распространённых ошибок.

https://habr.com/ru/companies/yoomoney/articles/1012870/

#распознавание_речи #speechtotext #whisper #аудиообработка #диаризация #речевая_аналитика #машинное_обучение #vad

Почему одного Whisper оказалось недостаточно и как мы создали полноценный сервис распознавания речи

Всем привет! Меня зовут Наталья, я инженер машинного обучения в ЮMoney. Мы уже писали о том, как транскрибируем аудио с внутренних созвонов в текст. Прошёл год, и задача выросла: помимо созвонов мы...

Хабр
Doctor shortage threatens voluntary assisted dying access in Queensland

Queensland research reveals significant barriers preventing GPs from offering voluntary assisted dying, with insufficient incentives to attract reluctant doctors to participate.

The Daily Perspective
Continuing Women's History Month:
Nurses who Joined the Voluntary Aid Detachment, V.A.D.
Doris Jane Proctor daughter of James Proctor and Mary ann Close. She was born in 1892, Settle, Yorkshire.
Doris joined the Voluntary Aid Detachment (VAD) in 1915 as a nurse, 5th Northern General Hospital, British Red Cross Society. She dedicated her life to caring for wounded soldiers.
She died on 17th December 1918, Leicester, Leicestershire of pneumonia caused by influenza aged 26. She is buried at the Holy Ascension Churchyard, Settle, Yorkshire.
Doris was accepted by the CWGC as a casualty of the Great War on 28 November 2017 and is commemorated in the United Kingdom Book of Remembrance at Maidenhead, Berkshire. #VAD #WW1

abc.net.au/news/2026-02-11/lov…

i aspire to sensitivity here, not just ride roughshod over the grieving "survivors", but nonetheless feel somewhat irritated at the overarching tone of this article.

his final moments with his partner before voluntary assisted dying (VAD) were peaceful and at times even jovial, knowing that her wishes were being fulfilled.


compare that to hitherto "traditional" options, whereby his partner would have been either in excruciating agony, or medicated into comatosity to avoid the former, for days if not weeks before... ergo, no matter how upset he might feel now, the alternative seems infinitely worse. before, he would have "lost" her far earlier, wrt being able to share their love right to the last.

"It wasn't until I got home and walked into an empty house … that it affected [me] … it was quite daunting, then the realisation came."


ofc it is terrible, this is undeniable, as everyone who has lost a loved one, then later returns to the ever-changed home, well knows. however...

"The VAD team has been out two or three times to see me and just have a bit of talk to me, which has been really good," he said.


this is infinitely more than anyone ever got, or gets, after their loved one dies a "non-VAD" way. so sure, ok, a "post-VAD counselling service" might be able to be made better, but my point is, & thus why this article sits badly with me, from the perspective of the survivors, VAD is so much better than the alternatives, & for that reason this article IMO lacks proper perspective & proportion.

#VAD #counselling #grief #death #dying

Families facing 'daunting' life after voluntary assisted deaths call for more support

A voluntary assisted dying legislation review considers feedback from families of people who ended their life through the program.

‘So relieved’: the final hours of a writer who chose how his story ends (paywalled). #VAD
https://www.canberratimes.com.au/story/9153683/the-final-hours-of-writer-robert-macklin-who-chose-voluntary-assisted-dying/
'So relieved': the final hours of a writer who chose how his story ends

A journalist's final interview before his planned death.

Yes ! ✊🏼 on lâche rien, le gouvernement commence à reculer ✊🏼

J'ai bien conscience que c'est en lien avec d'autres mesures votées au grand conseil. Mais s'ils lâchent ça, c'est bien parce que c'est la mesure la plus médiatisée en lien avec les manifs.

Du coup faut rien lâcher, parce que sinon déjà on va passer pour des gros égoïstes (ce qui serait pas volé, d'ailleurs) mais parce que la pression a fait son effet. Ça marche. #GoGoGo !

#Vad #fonctionPubliqueVaud

https://www.rts.ch/info/regions/vaud/2025/article/vaud-le-gouvernement-renonce-a-baisser-les-salaires-de-la-fonction-publique-29089300.html

Le gouvernement vaudois renonce à la baisse de salaire prévue dans la fonction publique

Rebondissement dans le projet de budget 2026 de l'Etat de Vaud: le gouvernement fait deux concessions majeures sur la fonction publique. Il retire la contribution de crise — 0,7% sur les salaires — et la suppression des décharges de fin de carrière des enseignants.

Radio Télévision Suisse

ACT voluntary assisted dying scheme begins, allowing Canberrans to ‘die with dignity’

Canberran Gail Ford says she has lived a fortunate life. An educator and communicator with a passion to…
#NewsBeep #News #Headlines #ACT #Assisteddying #AU #Australia #Canberra #DarleneCox #dyingwithdignity #GailFord #KateReed #Palliative #Parkinson's #taskforce #VAD #voluntary
https://www.newsbeep.com/225148/

OBS Studio 32.0 was recently released. This release adds Voice Activity Detection (VAD) to NVIDIA RTX Audio Effects, which improves noise suppression for speech, as well as several optimizations to NVIDIA Effects. It also adds chair removal option for NVIDIA RTX Background Removal, allowing removal of chairs.

#OBS #Nvidia #VAD #RTX