ื’ืจืคืŸ, ืฉืขื“ื™ื™ืŸ ืœื ื”ืฆืœื™ื—

ื’ืจืคืŸ, ืฉืขื“ื™ื™ืŸ ืœื ื”ืฆืœื™ื—

ื‘ืื™ื–ื• ืชื“ื™ืจื•ืช ืื ื• ืจื•ืื™ื "ื—ื“ืฉื•ืช ืžื”ืขืชื™ื“" ื‘ืชืงืฉื•ืจืช, ืฉื‘ื”ืŸ ืžื›ืจื™ื–ื•ืช ื‘ื’ืื•ื•ื” ืขืœ ื”ื”ืฆืœื—ื•ืช ื”ืžืชื•ื›ื ื ื•ืช ืฉืœ ื”ืžื“ืข ืœื˜ื•ื‘ืช ื›ืœื›ืœืช ื”ืžื“ื™ื ื”? ืœืขืชื™ื ืงืจื•ื‘ื•ืช ื‘ื”ืขืจื•ืช ืœื”ื•ื“ืขื•ืช ื•ืœื“ื™ื•ื•ื—ื™ื ื›ืืœื” ื ื™ืชืŸ ืœืžืฆื•ื ืกืคืงื ื•ืช ื•ืงืจื™ืื•ืช ืœื›ืชื•ื‘ ืจืง ืขืœ ืื™ืจื•ืขื™ ืขื‘ืจ. ื™ืฉ ืœื ื• ืžืขื˜ ืืžื•ื ื” ื‘ืชื•ื›ื ื™ื•ืช ื‘ื”ื™ืจื•ืช ื•ืžืขื•ืจืจื•ืช ื”ืฉืจืื”.

ื•ื‘ื›ืŸ, ืชื—ื•ื ื”ืžื™ื“ืข ื”ืžืงื•ืžื™ ืื™ื ื• ื™ื™ื—ื•ื“ื™ ื‘ืคืจืกื•ืžื™ื ืžืกื•ื’ ื–ื”. ื–ื” ืœื ื›ืœ ื›ืš ืงืฉื” ืœื”ื™ืชืงืœ ื‘ื”ื›ืจื–ื•ืช "ืฉืœื”ื" ืขืœ ื•ืกื™ื•ืงื•ื‘ ื—ื“ืฉ.

ืื ื™ ืžืฆื™ืข ืœื”ืชื—ืงื•ืช ืื—ืจ ื’ื•ืจืœื• ืฉืœ ืคืจื•ื™ืงื˜ ื˜ื›ื ื•ืœื•ื’ื™ ืฉืขืฉื” ืจืขืฉ ืœื ืจืง ื‘ืžืขืจื‘, ืืœื ื’ื ื”ื’ื™ืข ืœื›ืœื™ ื”ืชืงืฉื•ืจืช ื‘ืฉืคื” ื”ืจื•ืกื™ืช. ืื ืืชื” ืžืฉื—ืง ื‘ื™ื ื’ื• ืฉื˜ื•ื™ื•ืช, ืื ื™ ืืชืŸ ืœืš ืจืžื– ืœืคื ื™ ื”ืงืื˜ื” - ื’ืจืคืŸ.

ืžืชื™ ื•ืžื” ื”ื•ื‘ื˜ื—

ื‘ืžืจืฅ 2019 ื”ื•ื ื”ืชืคืฉื˜ ื‘ื›ืœื™ ื”ืชืงืฉื•ืจืช ื‘ืฉืคื” ื”ืื ื’ืœื™ืช, ื‘ืขื™ืงืจ ื‘ืจื™ื˜ื™ืช. ืืžื™ืจื” ืงื•ืœื ื™ืช ืžืคืืจืื’ืจืฃ. ื”ืžื ื›"ืœ ื•ื”ืžื™ื™ืกื“ ื”ืžืฉื•ืชืฃ ืกื™ื™ืžื•ืŸ ืชื•ืžืก ื“ื™ื‘ืจ ื‘ืื•ืคื˜ื™ืžื™ื•ืช ืขืœ ื”ืชืงื“ืžื•ืช ืื“ื™ืจื” ื‘ื™ื™ืฆื•ืจ ื’ืจืคืŸ. ืœืคื™ื•, ื ื•ืกื“ื” ื‘ืฉื ืช 2015 ืฉื ื”, ืคืจื•ืคืกื•ืจ ืงื™ื™ืžื‘ืจื™ื“ื’' ืกืจ ืงื•ืœื™ืŸ ื”ืืžืคืจื™ื–, Paragraf ื”ืฆืœื™ื— ืœื‘ืกืก ืชื”ืœื™ืš ื˜ื›ื ื™ ื™ืฆื™ื‘ ืœื™ื™ืฆื•ืจ ื’ืจืคืŸ ื‘ืฆื•ืจืช ื“ื™ืกืงื™ื ื‘ืงื•ื˜ืจ ืฉืœ ืขื“ 200 ืž"ืž.

ื’ืจืคืŸ, ืฉืขื“ื™ื™ืŸ ืœื ื”ืฆืœื™ื—

ื‘ื”ืชื‘ืกืก ืขืœ ืฉื ื™ื ืจื‘ื•ืช ืฉืœ ืžื—ืงืจ ื•ืฉื ื™ื ืฉื”ื•ืฉืงืขื• ื‘ื”ืงืžืช ื”ืชื”ืœื™ืš ื”ื˜ื›ื ื™, ืกื™ื™ืžื•ืŸ ื”ื‘ื˜ื™ื— ืœื”ืชื—ื™ืœ ื‘ื™ื™ืฆื•ืจ ืชืขืฉื™ื™ืชื™ ืฉืœ ืžื›ืฉื™ืจื™ื ื‘ืืžืฆืขื•ืช ื’ืจืคืŸ ื‘ืžื”ืœืš ื”ื—ื•ื“ืฉื™ื™ื ื”ืงืจื•ื‘ื™ื.

ืžื” ืงื“ื ืœื”ื‘ื˜ื—ื”

ื›ืžื•ื‘ืŸ, ื˜ื›ื ื•ืœื•ื’ื™ื•ืช ื™ื•ืฆืื•ืช ื“ื•ืคืŸ ื›ืืœื” ืœื ื™ื›ื•ืœื•ืช ืœื”ื•ืคื™ืข ื™ืฉ ืžืื™ืŸ. ืื—ืจื™ ื”ื›ืœ, ืขื ืงื™ื•ืช ื›ืžื• ื™ื‘ืž, ืื™ื ื˜ืœ, ืกืžืกื•ื ื’ ื•ืงื‘ื•ืฆื•ืช ืจื‘ื•ืช ืื—ืจื•ืช ืขื•ื‘ื“ื•ืช ืขืœ ื‘ืขื™ื™ืช ื”ื™ื™ืฆื•ืจ ื”ืชืขืฉื™ื™ืชื™ ืฉืœ ื’ืจืคืŸ. ืœื ืกื‘ื™ืจ ืฉื”ื™ื” ืืคืฉืจ ื•ื”ื›ืจื—ื™ ืœื”ืงื“ื™ื ืื•ืชื ื‘ืžืฆื‘ ื”ืชื’ื ื‘ื•ืช. ืœื›ืŸ, ื ื•ื›ืœ ืœืžืฆื•ื ืขืงื‘ื•ืช ืœืคืขื™ืœื•ืชื ื”ืงื•ื“ืžืช.

ื‘ืฉื ืช 2017 ื”ื—ื‘ืจื” ืงื™ื‘ืœ ื”ืฉืงืขื” 3 ืžื™ืœื™ื•ืŸ ืคืื•ื ื“ ื›ื•ืœืœ ื›ืกืฃ ืžืžืฉืœืชื™. ื›ืกืคื™ื ืืœื• ื ื•ืขื“ื• ืœืคื™ืชื•ื— ืื‘ื•ืช ื˜ื™ืคื•ืก ื•ืฉื™ืคื•ืจ ื”ื˜ื›ื ื•ืœื•ื’ื™ื” (ืœื”ื–ื›ื™ืจื›ื ืฉื”ื—ื‘ืจื” ื ื•ืกื“ื” ื‘-2015, ื•ื”ืžื—ืงืจ ืฉื”ืคืš ืืช ืฉืœื‘ ื”ืžืกื—ื•ืจ ืœืจืœื•ื•ื ื˜ื™ ื‘ื•ืฆืข ืขื•ื“ ืงื•ื“ื ืœื›ืŸ).

ื‘ืžืื™ 2018 ื”ื—ื‘ืจื” ืงื™ื‘ืœ ืžื ื” ื ื•ืกืคืช ืžึฐืžึทืžึตืŸ. ื”ืคืขื ื’ื•ื“ืœื• ืขืžื“ ืขืœ 2,9 ืžื™ืœื™ื•ืŸ ืœื™ืฉ"ื˜, ื•ื‘ื™ืŸ ื”ืžืฉืงื™ืขื™ื ื”ื™ื• ืœื ืจืง ื—ื‘ืจื•ืช ื”ื•ืŸ ืกื™ื›ื•ืŸ, ืืœื ื’ื ืงืจืŸ ื”ืืจื’ื•ื ื™ื ืฉืœ ืงื™ื™ืžื‘ืจื™ื“ื’'. ืขื›ืฉื™ื• ื–ื” ื›ื‘ืจ ืœื ื”ื™ื” ืขืœ ืฉื™ืคื•ืจ ื”ื˜ื›ื ื•ืœื•ื’ื™ื”. ืžื˜ืจืช ื”ื”ืฉืงืขื” ื”ื™ื ืคืชื™ื—ืช ืืชืจ ื™ื™ืฆื•ืจ ื›ื“ื™ ืœื”ืชื—ื™ืœ ื‘ื™ื™ืฆื•ืจ ืžื›ืฉื™ืจื™ื ื”ืžื‘ื•ืกืกื™ื ืขืœ ื’ืจืคืŸ. ื”ื ืชื›ื ื ื• ืœื”ืชื—ื™ืœ ื‘ื—ื™ื™ืฉื ื™ ืฉื“ื” ืžื’ื ื˜ื™ ืกื•ืคืจ-ืจื’ื™ืฉื™ื ื•ื—ื™ื™ืฉื ื™ื ืื—ืจื™ื ื”ืžื™ื•ืขื“ื™ื ืœืฉื•ืง ื”ื”ืžื•ื ื™.

ื›ืžืขื˜ ืฉื ื” ืœืื—ืจ ืžื›ืŸ, ื‘ืžืจืฅ 2019, ื”ื™ื™ืชื” ื”ืฆื”ืจื” ืฉื”ื›ืœ ืžื•ื›ืŸ ื•ืžื‘ื•ืกืก. ืคืฉื•ื˜ื• ื›ืžืฉืžืขื•, ื‘ืขื•ื“ ืžืกืคืจ ื—ื•ื“ืฉื™ื, ืžื›ืฉื™ืจื™ื ืžื‘ื•ืกืกื™ ื’ืจืคืŸ ื™ืชื—ื™ืœื• ืœื”ื™ื•ืช ืžื™ื•ืฆืจื™ื ื‘ื”ืžื•ื ื™ื”ื, ื™ืฆืื• ืœืฉื•ืง ื•ื™ืชื—ื™ืœ ืขื™ื“ืŸ ื—ื“ืฉ. ื”ื—ื“ืฉื•ืช ื”ืงื•ืœื ื™ื•ืช ื”ืœืœื•, ืขื ืžืกื’ืจืช ื–ืžืŸ ืžื•ื’ื“ืจืช (ืื ื›ื™ ืžืขื•ืจืคืœืช), ื”ืชืงื‘ืœื” ื‘ื—ื™ื•ื‘ ื•ื”ื’ื™ืขื” ืœืงื•ืจื ื”ืžืงื•ืžื™ ืฉืœื ื•.

ืžื” ื‘ืืžืช ืงืจื” ื•ืœื ืงืจื” ืื—ืจื™ ื”ื”ื™ื™ืค

ื”ืงื•ืจื ื”ื ื‘ื•ืŸ ื™ื›ื•ืœ ื”ื™ื” ืœื ื—ืฉ ืžื” ืงืจื” ืœืื—ืจ ืจืขืฉ ื•ืชืฉื•ืžืช ืœื‘ ืชืงืฉื•ืจืชื™ืช ื›ืืœื”. ื•ื‘ื›ืŸ, ืื ื™ ืืชืŸ ืœืฉืืจ ืจืžื–. ืคืกืงื” ืกื’ืจ ืกื‘ื‘ ืžื™ืžื•ืŸ ื ื•ืกืฃ ืžืื•ืชืŸ ืงืจื ื•ืช ื”ืฉืงืขื”, ืœืื—ืจ ืฉื›ื‘ืจ ืงื™ื‘ืœื• ืœืจืฉื•ืชืŸ 12,8 ืžื™ืœื™ื•ืŸ ืœื™ืฉ"ื˜, ืื•ืœื ื–ื” ืงืจื” ื›ื‘ืจ ื‘ื™ื•ืœื™ 2019, 4 ื—ื•ื“ืฉื™ื ืœืื—ืจ ื”ื”ื™ื™ืค. ื‘ืื•ืชื• ื—ื•ื“ืฉ, ืกื˜ืืจื˜ืืค (ืขื“ ื›ืžื” ืืคืฉืจ ืœืงืจื•ื ืœื—ื‘ืจื” ื‘ืช 4 ืกื˜ืืจื˜ืืค) ืžื•ืขื ืง ื‘ืคืจืก 0,5 ืžื™ืœื™ื•ืŸ ืคืื•ื ื“ ืœืคื™ืชื•ื—ื™ื ืžืชืงื“ืžื™ื.

ืžื” ืฉืœื ืงืจื” ื‘ื–ืžืŸ ื”ืื—ืจื•ืŸ ื”ื•ื ื”ืžื”ืคื›ื” ื”ืžื•ื‘ื˜ื—ืช ื•ืชื—ื™ืœืช ื”ื™ื™ืฆื•ืจ ื”ื”ืžื•ื ื™. 8 ื—ื•ื“ืฉื™ื ื•ื—ืฆื™ ื›ื‘ืจ ื—ืœืคื• ืžืื– ื”ื”ื‘ื˜ื—ื” ืœื”ืชื—ื™ืœ ื‘ื™ื™ืฆื•ืจ ื”ืžื•ื ื™ ืฉืœ ืžื•ืฆืจื™ื ื‘ืชื•ืš ืชืงื•ืคื” ืฉืœ 2-3 ื—ื•ื“ืฉื™ื, ืืš ื”ื—ื™ื™ืฉื ื™ื ื•ื”ืžืชืžืจื™ื ื”ืžื•ืฆื”ืจื™ื (ื‘ืขืœื™ ืจื’ื™ืฉื•ืช ื’ื‘ื•ื”ื” ืคื™ 30 ืžืืœื• ื‘ืฉื™ืžื•ืฉ) ืœื ื ื›ื ืกื• ืœืฉื•ืง.

5 ื”ืขืžื•ื“ื™ื ื”ืจืืฉื•ื ื™ื ืฉืœ ื—ื™ืคื•ืฉ ื‘ื’ื•ื’ืœ ื•ื”ื›ืจื˜ื™ืกื™ื™ื” "ื—ื“ืฉื•ืช" ื—ื•ืฉืคื™ื ืจืง ืืช ื”ื”ืฆื”ืจื•ืช ื”ืงื•ืœื ื™ื•ืช ื”ืจืืฉื•ื ื™ื•ืช ืขืœ ื”ื ื›ื•ื ื•ืช ืœื”ืชื—ื™ืœ ื‘ื™ื™ืฆื•ืจ ืžืกื—ืจื™ ืฉืœ ืžื›ืฉื™ืจื™ื ืžื‘ื•ืกืกื™ ื’ืจืคืŸ ื‘"ื—ื•ื“ืฉื™ื ื”ืงืจื•ื‘ื™ื" ืžืžืจืฅ 2019, ื›ืžื• ื’ื ื—ื“ืฉื•ืช ื™ื•ืœื™ ืขืœ ืžืงื‘ืœ ื”ืฉืงืขื•ืช ืฉืœ 12,8 ืžื™ืœื™ื•ืŸ ืœื™ืฉ"ื˜.

ืื™ ืืคืฉืจ ืœืžืฆื•ื ืžื™ื“ืข ืขืœ ื”ื”ืฉืงื” ื‘ืคื•ืขืœ ืฉืœ ื™ื™ืฆื•ืจ ื›ืœืฉื”ื• ืื• ืืกืคืงืช ืจื›ื™ื‘ื™ื ืขื‘ื•ืจ ื™ืฆืจืŸ ืฆื“ ืฉืœื™ืฉื™. ื™ืชืจื” ืžื›ืš, ืืชืจ ื”ืื™ื ื˜ืจื ื˜ ืฉืœ ื”ื—ื‘ืจื” ื”ืคืกื™ืง ืœืชืคืงื“, ืœืžืจื•ืช ืฉื”ืชืงืฉื•ืจืช ื”ืชื™ื™ื—ืกื” ืืœื™ื• ืขื•ื“ ื‘ืกืคื˜ืžื‘ืจ.

ืžืฆื‘ ื ื•ื›ื—ื™

ื”ื—ื‘ืจื” ืงื™ื‘ืœื” ืžื™ืžื•ืŸ ืžืื– 2017 ืฉืœ ืœืคื—ื•ืช 19,2 ืžื™ืœื™ื•ืŸ ืคืื•ื ื“ (1,6 ืžื™ืœื™ืืจื“ ืจื•ื‘ืœ ื‘ืฉืขืจ ื”ื—ืœื™ืคื™ืŸ ื”ื ื•ื›ื—ื™). ื‘ืกืคื˜ืžื‘ืจ 2019, ืฆื•ื•ืช ื”ื—ื‘ืจื” ื›ืœืœ 25 ื—ื•ืงืจื™ื (ื‘ืžืืจืก ื”ื™ื• 16), ื•ืœืคื™ ื“ื‘ืจื™ื• ืฉืœ ื”ืžื™ื™ืกื“, ื”ื ืขื“ื™ื™ืŸ ืžืคืชื—ื™ื ื•ืžืชื›ื•ื ื ื™ื ืœื”ืฉื™ืง ื™ื™ืฆื•ืจ ืฉืœ ื—ื™ื™ืฉื ื™ ืฉื“ื” ืžื’ื ื˜ื™ ื ืก ื•ื—ื™ื™ืฉื ื™ื ืื—ืจื™ื. ื”ื—ื“ืฉื•ืช ื”ืื—ืจื•ื ื•ืช ืœื’ื‘ื™ื”ื ืžืกืชื™ื™ืžื•ืช ื‘ืกืคื˜ืžื‘ืจ. ืืชืจ ืขื›ืฉื™ื• ื›ื‘ืจ ืœื ืžืชืคืงื“ (upd. ื ื’ื™ืฉ ื‘ืืžืฆืขื•ืช VPN).

ืคืจืกื•ืžืช

ื‘ื™ื ืชื™ื™ื, ื‘ืžืงื•ื ืื—ืจ ื”ื ืื•ืกืคื™ื ืืช ื”ื”ืฉืงืขื•ืช ื”ื‘ืื•ืช ืขื‘ื•ืจ ืกื•ืœืœื•ืช, ืžื•ืœื™ื›ื™ื, ื—ื™ื™ืฉื ื™ื ื•ืžื”ืคื›ื ื™ื™ื. ืงื•ื ื“ื•ืžื™ื ืื—ืจื™ื, ืื ื• ืžืฆื™ืขื™ื ืœืš ื”ื ื—ื” ืขืœ ืžืฉื”ื• ืฉื›ื‘ืจ ืขื•ืฉื” ืืช ื”ื”ื‘ื“ืœ. ืœืงื— ืœื™ ืžืกืคืจ ืฉืขื•ืช ืœื ืชื— ืืช ื”ืžืงื•ืจื•ืช ื•ืœื”ื›ื™ืŸ ืืช ื”ื—ื•ืžืจ, ื•ืืคื™ืœื• ืงืฆืช ืžื–ืœ, ื›ืฉื”ื—ื“ืฉื•ืช ืžืฉื›ื• ืืช ืขื™ื ื™ื™, ืฉืžืจืชื™ ืื•ืชื” ื•ื ื–ื›ืจืชื™ ื‘ื” ื‘ื–ืžืŸ ื”ื ื›ื•ืŸ. ืื‘ืœ ื›ืœ ื–ื” ื™ื›ื•ืœ ืœื”ื™ืขืฉื•ืช ืขืœ ื™ื“ื™ ืžื›ื•ื ื” ื‘ืจืงืข, ืฉื›ื‘ืจ ื ืžืฆืืช ื‘ืฉื™ืžื•ืฉ ืขืœ ื™ื“ื™ ืžืกืคืจ ืจื‘ ืฉืœ ืืจื’ื•ื ื™ื ื•ืงื‘ื•ืฆื•ืช ืื ืœื™ื˜ื™ื•ืช. ื”ืฆื˜ืจืฃ ืืœื™ื ื•!

ื’ืจืคืŸ, ืฉืขื“ื™ื™ืŸ ืœื ื”ืฆืœื™ื—

ืกืคืจ "ื›ืจื™ื™ืช ืžื™ื“ืข. ื—ืœืฅ ืžื™ื“ืข ืžืคื™ื™ืกื‘ื•ืง, ื˜ื•ื•ื™ื˜ืจ, ืœื™ื ืงื“ืื™ืŸ, ืื™ื ืกื˜ื’ืจื, GitHubยป

ื‘ืžืขืžืงื™ ื”ืจืฉืชื•ืช ื”ื—ื‘ืจืชื™ื•ืช ื”ืคื•ืคื•ืœืจื™ื•ืช - ื˜ื•ื•ื™ื˜ืจ, ืคื™ื™ืกื‘ื•ืง, ืœื™ื ืงื“ืื™ืŸ ื•ืื™ื ืกื˜ื’ืจื - ืžืกืชืชืจื™ื ืžืจื‘ืฆื™ื ืขืฉื™ืจื™ื ืฉืœ ืžื™ื“ืข. ื‘ืกืคืจ ื–ื”, ื—ื•ืงืจื™ื, ืื ืœื™ืกื˜ื™ื ื•ืžืคืชื—ื™ื ื™ืœืžื“ื• ื›ื™ืฆื“ ืœื—ืœืฅ ืืช ื”ื ืชื•ื ื™ื ื”ื™ื™ื—ื•ื“ื™ื™ื ื”ืœืœื• ื‘ืืžืฆืขื•ืช ืงื•ื“ Python, Jupyter Notebook ืื• ืžื›ื•ืœื•ืช Docker. ืจืืฉื™ืช, ืชื›ื™ืจื• ืืช ื”ืคื•ื ืงืฆื™ื•ื ืœื™ื•ืช ืฉืœ ื”ืจืฉืชื•ืช ื”ื—ื‘ืจืชื™ื•ืช ื”ืคื•ืคื•ืœืจื™ื•ืช ื‘ื™ื•ืชืจ (ื˜ื•ื•ื™ื˜ืจ, ืคื™ื™ืกื‘ื•ืง, ืœื™ื ืงื“ืื™ืŸ, ืื™ื ืกื˜ื’ืจื), ื“ืคื™ ืื™ื ื˜ืจื ื˜, ื‘ืœื•ื’ื™ื ื•ืขื“ื›ื•ื ื™ื, ื“ื•ืืจ ืืœืงื˜ืจื•ื ื™ ื•-GitHub. ืœืื—ืจ ืžื›ืŸ ื”ืชื—ืœ ืœื ืชื— ืืช ื”ื ืชื•ื ื™ื ื‘ืืžืฆืขื•ืช ื˜ื•ื•ื™ื˜ืจ ื›ื“ื•ื’ืžื”.

ยป ื ื™ืชืŸ ืœืงืจื•ื ืืช ื”ืกืคืจ ื‘ื™ืชืจ ืคื™ืจื•ื˜ ื‘ืืชืจ ื”ืื™ื ื˜ืจื ื˜ ืฉืœ ื”ื”ื•ืฆืื” ืœืื•ืจ
ยป ืชื•ื›ืŸ ื”ืขื ื™ื™ื ื™ื
ยป ืงื˜ืข

ืขื‘ื•ืจ Khabrozhiteley 25% ื”ื ื—ื” ื‘ืืžืฆืขื•ืช ืงื•ืคื•ืŸ - ื›ืจื™ื™ืช ื ืชื•ื ื™ื

ื’ืจืคืŸ, ืฉืขื“ื™ื™ืŸ ืœื ื”ืฆืœื™ื—

ืกืคืจ "ื”ื™ื›ืจื•ืช ืขื PyTorch: ืœืžื™ื“ื” ืขืžื•ืงื” ื‘ืขื™ื‘ื•ื“ ืฉืคื” ื˜ื‘ืขื™ืชยป

ืขื™ื‘ื•ื“ ืฉืคื” ื˜ื‘ืขื™ืช (NLP) ื”ื™ื ืžืฉื™ืžื” ื—ืฉื•ื‘ื” ื‘ื™ื•ืชืจ ื‘ืชื—ื•ื ื”ื‘ื™ื ื” ื”ืžืœืื›ื•ืชื™ืช. ื™ื™ืฉื•ื ืžื•ืฆืœื— ืžืืคืฉืจ ืžื•ืฆืจื™ื ื›ืžื• Alexa ื•-Google Translate ืฉืœ ืืžื–ื•ืŸ. ืกืคืจ ื–ื” ื™ืขื–ื•ืจ ืœืš ืœืœืžื•ื“ PyTorch, ืกืคืจื™ื™ืช ืœืžื™ื“ื” ืขืžื•ืงื” ืขื‘ื•ืจ Python ืฉื”ื™ื ืื—ื“ ื”ื›ืœื™ื ื”ืžื•ื‘ื™ืœื™ื ืขื‘ื•ืจ ืžื“ืขื ื™ ื ืชื•ื ื™ื ื•ืžืคืชื—ื™ ืชื•ื›ื ืช NLP. Deleep Rao ื•ื‘ืจื™ืืŸ McMahan ืžืฆื™ื’ื™ื ื‘ืคื ื™ื›ื ืืœื’ื•ืจื™ืชืžื™ NLP ื•ืœืžื™ื“ื” ืขืžื•ืงื”. ื•ื”ื ื™ืจืื• ื›ื™ืฆื“ PyTorch ืžืืคืฉืจ ืœืš ืœื™ื™ืฉื ื™ื™ืฉื•ืžื™ื ื”ืžืฉืชืžืฉื™ื ื‘ื ื™ืชื•ื— ื˜ืงืกื˜.

ยป ื ื™ืชืŸ ืœืงืจื•ื ืืช ื”ืกืคืจ ื‘ื™ืชืจ ืคื™ืจื•ื˜ ื‘ืืชืจ ื”ืื™ื ื˜ืจื ื˜ ืฉืœ ื”ื”ื•ืฆืื” ืœืื•ืจ
ยป ืชื•ื›ืŸ ื”ืขื ื™ื™ื ื™ื
ยป ืงื˜ืข

ืขื‘ื•ืจ Khabrozhiteley 25% ื”ื ื—ื” ื‘ืืžืฆืขื•ืช ืงื•ืคื•ืŸ - PyTorch.

ื‘ืชืฉืœื•ื ื’ืจืกืช ื”ื ื™ื™ืจ ืฉืœ ื”ืกืคืจ ื™ืฉืœื— ืกืคืจ ืืœืงื˜ืจื•ื ื™ ื‘ืžื™ื™ืœ.

ืžืงื•ืจ: www.habr.com

ื”ื•ืกืคืช ืชื’ื•ื‘ื”