Yandex ื”ืขื ื™ืงื” ืืช ืคืจืกื™ ืื™ืœื™ื” ืกื’ืœื•ื‘ื™ืฅ' ื”ืจืืฉื•ื ื™ื ืœืžื“ืขื ื™ื ืฆืขื™ืจื™ื ื•ืžื ื”ื™ื’ื™ื ืžื“ืขื™ื™ื

ืืชืžื•ืœ, 10 ื‘ืืคืจื™ืœ, ื”ื•ืขื ืงื• ื”ื–ื•ื›ื™ื ื”ืจืืฉื•ื ื™ื ื‘ืžืฉืจื“ Yandex ื‘ืžื•ืกืงื‘ื” ืคืจืก ืื™ืœื™ื” ืกื’ืœื•ื‘ื™ืฅ', ื ื•ืฆืจ ื”ืฉื ื” ื›ื“ื™ ืœืชืžื•ืš ื‘ื—ื•ืงืจื™ื ืฆืขื™ืจื™ื ื•ื‘ืงื”ื™ืœื” ื”ืžื“ืขื™ืช ืฉืœ ืจื•ืกื™ื”, ื‘ืœืืจื•ืก ื•ืงื–ื—ืกื˜ืŸ. ื‘ืฉืœื•ืฉืช ื”ื—ื•ื“ืฉื™ื ืฉื—ืœืคื• ืžืื– ื”ืฉืงืช ื”ืคืจืก, ื”ืชืงื‘ืœื• 262 ื‘ืงืฉื•ืช ืฉืœ ืžื•ืžื—ื™ื ืฆืขื™ืจื™ื ื•ืžื ื—ื™ื ืžื“ืขื™ื™ื, ืฉื™ื›ื•ืœื™ื ืœื”ื™ื•ืช ืžื•ืขืžื“ื™ื ืขืœ ื™ื“ื™ ืชืœืžื™ื“ื™ื”ื ื•ืชืœืžื™ื“ื™ื”ื ืœืชื•ืืจ ืฉื ื™. ืžื•ืขืฆืช ื”ืคืจืก ื‘ื—ืจื” ื‘ืชืฉืขื” ื”ื—ื•ืงืจื™ื ื”ืฆืขื™ืจื™ื ื”ื˜ื•ื‘ื™ื ื‘ื™ื•ืชืจ ื•ืืจื‘ืขื” ืžื ื—ื™ื ืžื“ืขื™ื™ื. ื—ืชืŸ ื”ืคืจืก ื”ืฆืขื™ืจ ื‘ื™ื•ืชืจ ื”ื•ื ืจืง ื‘ืŸ ืขืฉืจื™ื ื•ืื—ืช.

Yandex ื”ืขื ื™ืงื” ืืช ืคืจืกื™ ืื™ืœื™ื” ืกื’ืœื•ื‘ื™ืฅ' ื”ืจืืฉื•ื ื™ื ืœืžื“ืขื ื™ื ืฆืขื™ืจื™ื ื•ืžื ื”ื™ื’ื™ื ืžื“ืขื™ื™ื

ืกื˜ื•ื“ื ื˜ื™ื ืœืชื•ืืจ ืจืืฉื•ืŸ ื•ืฉื ื™ ืฉื”ืคื›ื• ืœื–ื•ื›ื™ื ื‘ืคืจืก ื™ืงื‘ืœื• 350 ืืœืฃ ืจื•ื‘ืœ ื•ื”ื–ื“ืžื ื•ืช ืœื”ืฉืชืชืฃ ื‘ื›ื ืก ื‘ื™ื ืœืื•ืžื™ ื‘ื ื•ืฉื ื‘ื™ื ื” ืžืœืื›ื•ืชื™ืช, ืžื ื˜ื•ืจ ืื™ืฉื™ ื•ื”ืชืžื—ื•ืช ื‘ืžื—ืœืงืช ื”ืžื—ืงืจ ืฉืœ Yandex; ืžื ื”ืœื™ื ื–ื›ื• ื‘-700 ืืœืฃ ืจื•ื‘ืœ ื›ืœ ืื—ื“.

ืžื“ืขื ื™ื ืฆืขื™ืจื™ื ืฉืงื™ื‘ืœื• ืคืจืก ืขืœ ืชืจื•ืžืชื ืœืžื“ืขื™ ื”ืžื—ืฉื‘:

ืื“ื•ืืจื“ ื’ื•ืจื‘ื•ื ื•ื‘, ืกื˜ื•ื“ื ื˜ ืœืชื•ืืจ ืฉื ื™ ื‘-MIPT
ืขื•ืจืš ืžื—ืงืจ ื‘ืชื—ื•ื ืœืžื™ื“ืช ืžื›ื•ื ื” ื•ืขื•ื‘ื“ ืขืœ ื‘ืขื™ื•ืช ืื•ืคื˜ื™ืžื™ื–ืฆื™ื”. ื”ื•ื ืคืจืกื ืืช ืชื•ืฆืื•ืช ื”ืžื—ืงืจ ืฉืœื• ืขืœ NeurIPS (ืžืขืจื›ื•ืช ืขื™ื‘ื•ื“ ืžื™ื“ืข ืขืฆื‘ื™ื•ืช). ืžื ื—ื” ืžื“ืขื™ โ€“ ืืœื›ืกื ื“ืจ ื’ืกื ื™ืงื•ื‘.

ื•ืœื ื˜ื™ืŸ ื—ืจื•ืœืงื•ื‘, ืกื˜ื•ื“ื ื˜ ืœืชื•ืืจ ืฉื ื™ ื‘ืกืงื•ืœื˜ืง
ืขื•ืกืงืช ื‘ืชื—ื•ื ืœืžื™ื“ืช ืžื›ื•ื ื” ื•ืขื•ืจื›ืช ืžื—ืงืจ ื‘ืชื—ื•ื ื”ืขืจื›ืช ืžื•ื“ืœื™ื ื’ื ืจื˜ื™ื‘ื™ื™ื ื•ื ื™ืชื•ื— ืชื™ืื•ืจื˜ื™ ืฉืœ ืžื•ื“ืœื™ื ืฉืœ ืจืฉืชื•ืช ืขืฆื‘ื™ื•ืช ื—ื•ื–ืจื•ืช. ืขื‘ื•ื“ืชื• ืคื•ืจืกืžื” ื‘-ICML ื•ื‘-ICLR. ืžื ื—ื” ืžื“ืขื™ โ€“ ืื™ื‘ืŸ ืื•ืกืœื“ื˜ืก. ืžืขื ื™ื™ืŸ ืฉื‘ื‘ื™ืช ื”ืกืคืจ ื•ืœื ื˜ื™ืŸ ืœืžื“ ืขื ืœื ื” ื‘ื•ื ื™ื ื”.

ืžืจื™ื ื” ืžื•ื ืงื”ื•ื‘ื”, ืกื˜ื•ื“ื ื˜ื™ืช ืœืชื•ืืจ ืฉื ื™ ื‘ืกืงื•ืœื˜ืง
ืžืจื™ื ื” ืขื•ืจื›ืช ืžื—ืงืจ ื‘ืชื—ื•ื ืขื™ื‘ื•ื“ ื”ืฉืคื” ื”ื˜ื‘ืขื™ืช ื•ืœืžื™ื“ืช ืžื›ื•ื ื”, ื•ื›ืŸ ืขื•ืกืงืช ื‘ืฉื™ื˜ื•ืช ืœื™ื‘ื” ื•ื”ื˜ื‘ืขืช ื’ืจืคื™ื, ื•ืขื‘ื•ื“ืช ื”ืžืืกื˜ืจ ืฉืœื” ื”ื•ืงื“ืฉื” ืœืชืจื’ื•ื ื‘ืฉืคื•ืช ืงื•ืจืคื•ืก ื ืžื•ื›ื•ืช. ืื—ื“ ืžื”ืžืืžืจื™ื ืฉืœื” ืคื•ืจืกื ื‘ืืชืจ NeurIPS. ืžื ื—ื” ืžื“ืขื™ โ€“ ืื™ื‘ืŸ ืื•ืกืœื“ื˜ืก

ืื ืกื˜ืกื™ื” ืคื•ืคื•ื‘ื”, ืกื˜ื•ื“ื ื˜ื™ืช ื‘ื‘ื™ืช ื”ืกืคืจ Yandex ื•-HSE ืœื ื™ืชื•ื— ื ืชื•ื ื™ื ื‘ื ื™ื–'ื ื™ ื ื•ื‘ื’ื•ืจื•ื“
ืื ืกื˜ืกื™ื” ืขื•ืจื›ืช ืžื—ืงืจ ื‘ืชื—ื•ื ืขื™ื‘ื•ื“ ื”ืฉืคื” ื”ื˜ื‘ืขื™ืช ื•ืœืžื™ื“ืช ืžื›ื•ื ื”, ื•ืขื•ืกืงืช ื‘ืกื™ื•ื•ื’ ืจื’ืฉื•ืช ื‘ื“ื™ื‘ื•ืจ, ืชื•ืš ืฉื™ืžื•ืฉ ื‘ื’ื™ืฉื•ืช ืฉืื•ืžืฆื• ืœื ื™ืชื•ื— ืชืžื•ื ื”. ืชื—ื•ื ื”ืขื ื™ื™ืŸ ืฉืœื” ื›ื•ืœืœ ื’ื ื’ื™ืฉื•ืช ืฉื•ื ื•ืช ืœื“ื—ื™ืกืช ืจืฉืชื•ืช ืขืฆื‘ื™ื•ืช. ืžื ื—ื” ืžื“ืขื™ - ืืœื›ืกื ื“ืจ ืคื•ื ื•ืžืจื ืงื•.

ืืœื›ืกื ื“ืจ ืงื•ืจื˜ื™ืŸ, ืกื˜ื•ื“ื ื˜ ืœืชื•ืืจ ืฉื ื™ ื‘ืกืงื•ืœื˜ืง ื•ื‘ื•ื’ืจ SHAD
ืขื•ื‘ื“ ื‘ืชื—ื•ื ืœืžื™ื“ืช ืžื›ื•ื ื”, ืขื•ืจืš ืžื—ืงืจ ื‘ื™ื™ืฉื•ื ืจืฉืชื•ืช ืขืฆื‘ื™ื•ืช ื‘ืœืžื™ื“ืช ืžื›ื•ื ื” ืžืงื•ื•ื ืช ื•ื ื™ืชื•ื— ืกื“ืจื•ืช ื–ืžืŸ. ืžื ื—ื” ืžื“ืขื™ - Evgeniy Burnaev.

ืื ื“ืจื™ื™ ืื˜ืื ื•ื‘, ืกื˜ื•ื“ื ื˜ ืœืชื•ืืจ ืฉื ื™ ื‘-HSE ื•ื‘-Skoltech
ืขื•ืจืš ืžื—ืงืจ ื‘ืชื—ื•ื ืœืžื™ื“ืช ืžื›ื•ื ื”, ืขื•ื‘ื“ ื‘ืฉื™ื˜ื•ืช ื‘ื™ื™ืกื™ืื ื™ื•ืช ื•ืจืฉืชื•ืช ืขืฆื‘ื™ื•ืช ืขืžื•ืงื•ืช. ื”ื•ื ืคืจืกื ืฉืชื™ ืขื‘ื•ื“ื•ืช ืขืœ ICLR, ืฉืœื ื™ื›ืœื• ืœื”ืฉืื™ืจ ืืช ื—ื‘ืจื™ ืžื•ืขืฆืช ื”ืคืจืก ืื“ื™ืฉื™ื. ืžื ื—ื” ืžื“ืขื™ - ื“ืžื™ื˜ืจื™ ื•ื˜ืจื•ื‘.

ืืœื›ืกื ื“ืจื” ืžืœื™ืฉื‘ืข, ืกื˜ื•ื“ื ื˜ื™ืช ืœืชื•ืืจ ืฉื ื™ ื‘-HSE
ืขื•ืจืš ืžื—ืงืจ ื‘ืชื—ื•ื ืœืžื™ื“ืช ืžื›ื•ื ื”. ื”ื™ื ืขื•ืกืงืช ื‘-RL ื•ืืฃ ืืจื’ื ื” ืขื‘ื•ืจื” ืงื‘ื•ืฆืช ืงืจื™ืื” ื‘ืกื ื˜ ืคื˜ืจื‘ื•ืจื’. ืขื•ืกืง ื‘ืžืขืงื‘ ืื—ืจ ืื•ื‘ื™ื™ืงื˜ื™ื ื‘ื•ื™ื“ืื•. ื”ืžื ื”ืœ ื”ืžื“ืขื™ ื”ื•ื ืืœื›ืกื™ื™ ืฉืคื™ืœืžืŸ ืž-JetBrains Research.

ืคืื‘ืœ ื’ื•ื ืฆ'ืจื•ื‘, ืกื˜ื•ื“ื ื˜ ืœืชื•ืืจ ืฉื ื™ ื‘ืื•ื ื™ื‘ืจืกื™ื˜ื” ื”ื˜ื›ื ื™ืช ื”ืžืžืœื›ืชื™ืช ืฉืœ ื’ื•ืžืœ. ืค.ื•. ืกื•ื—ื•ื™
ืขื•ืจืš ืžื—ืงืจ ื‘ืชื—ื•ื ืœืžื™ื“ืช ืžื›ื•ื ื” ื•ืจืื™ื™ื” ืžืžื•ื—ืฉื‘ืช. ื ื›ื•ืŸ ืœืขื›ืฉื™ื•, ืคืื‘ืœ ืขื•ืกืง ื‘ื–ื™ื”ื•ื™ ืžื—ืœื•ืช ืฆืžื—ื™ื ืžืชืžื•ื ื•ืช, ื ืœื”ื‘ ืžื”ืฉื™ืžื•ืฉ ื‘-ML ื‘ืคื™ื–ื™ืงื”, ืžื‘ื™ืŸ ื‘-DL ื•ืžืขื•ืจื‘ ื‘ืฉื—ื–ื•ืจ ื”ืžืกืœื•ืœ ืฉืœ ื—ืœืงื™ืงื™ื ื™ืกื•ื“ื™ื™ื. ืžื ื—ื” ืžื“ืขื™ โ€“ ื’ื ืื“ื™ ืื•ืกื•ืกืงื•ื‘.

Arip Asadulaev, ืกื˜ื•ื“ื ื˜ ืœืชื•ืืจ ืฉื ื™ ื‘-ITMO
ืขื•ืจืš ืžื—ืงืจ ื‘ืชื—ื•ื ืœืžื™ื“ืช ืžื›ื•ื ื”. ืขื•ื‘ื“ ืขืœ ืจืฉืชื•ืช ื–ื™ื›ืจื•ืŸ ื•-RL. ื”ืฉื ื” ื”ื•ื ืžืชื›ื ืŸ ืœืคืจืกื ืืช ืชื•ืฆืื•ืชื™ื• ืขืœ NeurIPS ื•-ICML, ืฉื–ื• ืชื•ืฆืื” ื˜ื•ื‘ื” ืžืื•ื“ ืœืกื˜ื•ื“ื ื˜ ืฉื ื” ื' ืœืชื•ืืจ ืฉื ื™. ืžื ื—ื” ืžื“ืขื™ - Evgeniy Burnaev.

Yandex ื”ืขื ื™ืงื” ืืช ืคืจืกื™ ืื™ืœื™ื” ืกื’ืœื•ื‘ื™ืฅ' ื”ืจืืฉื•ื ื™ื ืœืžื“ืขื ื™ื ืฆืขื™ืจื™ื ื•ืžื ื”ื™ื’ื™ื ืžื“ืขื™ื™ื

ืžืคืงื—ื™ื ืžื“ืขื™ื™ื ื”ืขื ื™ืงื• ืืช ื”ืคืจืก:

ืื ื“ืจื™ื™ ืคื™ืœืฆ'ื ืงื•ื‘. ืคืจื•ืคืกื•ืจ ื—ื‘ืจ ื‘ืคืงื•ืœื˜ื” ืœื˜ื›ื ื•ืœื•ื’ื™ื•ืช ืžื™ื“ืข ื•ืชื›ื ื•ืช ืฉืœ ITMO, ืžื•ืขืžื“ ืœืžื“ืขื™ ื”ืคื™ื–ื™ืงื” ื•ื”ืžืชืžื˜ื™ืงื”.

ื“ืžื™ื˜ืจื™ ืื™ื’ื ืื˜ื•ื‘. ืกื’ืŸ ืจืืฉ ื”ืคืงื•ืœื˜ื” ืœืžื“ืขื™ ื”ืžื—ืฉื‘ ื‘ื‘ื™ืช ื”ืกืคืจ ื”ื’ื‘ื•ื” ืœื›ืœื›ืœื”, ืคืจื•ืคืกื•ืจ ื—ื‘ืจ ื‘ืžื—ืœืงื” ืœื ื™ืชื•ื— ื ืชื•ื ื™ื ื‘ื‘ื™ื ื” ืžืœืื›ื•ืชื™ืช.

ืื™ื‘ืŸ ืื•ืกืœื“ื˜ืก. ืคืจื•ืคืกื•ืจ ืœืกืงื•ืœื˜ืง ืฉื”ื›ืฉื™ืจ ืฉื ื™ ืžื“ืขื ื™ื ืฆืขื™ืจื™ื, ื–ื•ื›ื™ ืคืจืกื™ื. ื“ื•ืงื˜ื•ืจ ืœืžื“ืขื™ ื”ืคื™ื–ื™ืงื” ื•ื”ืžืชืžื˜ื™ืงื”, ื—ื•ืงืจ ื‘ื›ื™ืจ ื‘ืžื›ื•ืŸ ืœืžืชืžื˜ื™ืงื” ื—ื™ืฉื•ื‘ื™ืช ืฉืœ ื”ืืงื“ืžื™ื” ื”ืจื•ืกื™ืช ืœืžื“ืขื™ื.

ื•ืื“ื™ื ืกื˜ืจื™ื–'ื•ื‘. ืคืจื•ืคืกื•ืจ ืœืžื—ืœืงื” ืœืžืขืจื›ื•ืช ื—ื›ืžื•ืช ืฉืœ ื”ืžื›ื•ืŸ ืœืคื™ื–ื™ืงื” ื•ื˜ื›ื ื•ืœื•ื’ื™ื” ื‘ืžื•ืกืงื‘ื”, ื—ื•ืงืจ ืžื•ื‘ื™ืœ ื‘ืžืจื›ื– ื”ืžื—ืงืจ ื”ืคื“ืจืœื™ "ืื™ื ืคื•ืจืžื˜ื™ืงื” ื•ื‘ืงืจื”" ืฉืœ ื”ืืงื“ืžื™ื” ื”ืจื•ืกื™ืช ืœืžื“ืขื™ื, ืขื•ืจืš ืจืืฉื™ ืฉืœ ื›ืชื‘ ื”ืขืช "ืœืžื™ื“ืช ืžื›ื•ื ื” ื•ื ื™ืชื•ื— ื ืชื•ื ื™ื" .

ืžืงื•ืจ: www.habr.com

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