ืคื•ืŸ ืคื™ืกื™ืกื™ืกืฅ ืฆื• ื“ืึทื˜ืึท ื•ื•ื™ืกื ืฉืึทืคึฟื˜ (ืคื•ืŸ ืขื ื“ื–ืฉืึทื ื– ืคื•ืŸ ื•ื•ื™ืกื ืฉืึทืคึฟื˜ ืฆื• ืึธืคื™ืก ืคึผืœืึทื ืงื˜ืึธืŸ). ื“ืขืจ ื“ืจื™ื˜ืขืจ ื˜ื™ื™ืœ

ืคื•ืŸ ืคื™ืกื™ืกื™ืกืฅ ืฆื• ื“ืึทื˜ืึท ื•ื•ื™ืกื ืฉืึทืคึฟื˜ (ืคื•ืŸ ืขื ื“ื–ืฉืึทื ื– ืคื•ืŸ ื•ื•ื™ืกื ืฉืึทืคึฟื˜ ืฆื• ืึธืคื™ืก ืคึผืœืึทื ืงื˜ืึธืŸ). ื“ืขืจ ื“ืจื™ื˜ืขืจ ื˜ื™ื™ืœ

ื“ื™ ื‘ื™ืœื“ ืื™ื– ืคึฟื•ืŸ ืึทืจื˜ื”ื•ืจ ืงื•ื–ื™ืŸ (n01z3), ื’ืึทื ืฅ ืึทืงื™ืขืจืึทื˜ืœื™ ืกืึทืžืขืจื™ื™ื–ื™ื– ื“ื™ ืื™ื ื”ืึทืœื˜ ืคื•ืŸ ื“ื™ ื‘ืœืึธื’ ืคึผืึธืกื˜ืŸ. ื•ื•ื™ ืึท ืจืขื–ื•ืœื˜ืึทื˜, ื“ื™ ืคืืœื’ืขื ื“ืข ื“ืขืจืฆื™ื™ืœื•ื ื’ ื–ืึธืœ ื–ื™ื™ืŸ ื‘ืืžืขืจืงื˜ ืžืขืจ ื•ื•ื™ ืึท ืคืจื™ื™ื˜ืื’ ื’ืขืฉื™ื›ื˜ืข ื•ื•ื™ ื•ื•ื™ ืขืคึผืขืก ื’ืึธืจ ื ื•ืฆื™ืง ืื•ืŸ ื˜ืขื›ื ื™ืฉ. ืื™ืŸ ื“ืขืจืฆื•, ืขืก ืื™ื– ื›ื“ืื™ ืฆื• ื‘ืืžืขืจืงืŸ ืึทื– ื“ืขืจ ื˜ืขืงืกื˜ ืื™ื– ืจื™ื™ึทืš ืื™ืŸ ืขื ื’ืœื™ืฉ ื•ื•ืขืจื˜ืขืจ. ืื™ืš ื˜ืึธืŸ ื ื™ื˜ ื•ื•ื™ืกืŸ ื•ื•ื™ ืฆื• ืื™ื‘ืขืจื–ืขืฆืŸ ืขื˜ืœืขื›ืข ืคื•ืŸ โ€‹โ€‹ื–ื™ื™ ืจื™ื›ื˜ื™ืง, ืื•ืŸ ืื™ืš ื ืึธืจ ื˜ืึธืŸ ื ื™ืฉื˜ ื•ื•ืขืœืŸ ืฆื• ืื™ื‘ืขืจื–ืขืฆืŸ ืขื˜ืœืขื›ืข ืคื•ืŸ โ€‹โ€‹ื–ื™ื™.

ืขืจืฉื˜ืขืจ ื˜ื™ื™ืœ.
ืฆื•ื•ื™ื™ื˜ืขืจ ื˜ื™ื™ืœ.

ื•ื•ื™ ืึทื–ื•ื™ ื“ืขืจ ื™ื‘ืขืจื’ืึทื ื’ ืคื•ืŸ ืึทืŸ ืึทืงืึทื“ืขืžื™ืฉืขืจ ืกื•ื•ื™ื•ื•ืข ืฆื• ืึทืŸ ื™ื ื“ืึทืกื˜ืจื™ืึทืœ ืกื•ื•ื™ื•ื•ืข ืื™ื– ื’ืขื•ื•ืขืŸ ืื ื˜ืคืœืขืงื˜ ืื™ืŸ ื“ื™ ืขืจืฉื˜ืข ืฆื•ื•ื™ื™ ืขืคึผื™ืกืึธื•ื“ื–. ืื™ืŸ ื“ืขื ืื™ื™ืŸ, ื“ื™ ืฉืžื•ืขืก ื•ื•ืขื˜ ื–ื™ื™ืŸ ื•ื•ืขื’ืŸ ื•ื•ืึธืก ื’ืขื˜ืจืืคืŸ ื•ื•ื™ื™ึทื˜ืขืจ.

ืขืก ืื™ื– ื’ืขื•ื•ืขืŸ ื™ืื ื•ืืจ 2017. ืื™ืŸ ื“ืขืจ ืฆื™ื™ื˜, ืื™ืš ื’ืขื”ืื˜ ืึท ื‘ื™ืกืœ ืžืขืจ ื•ื•ื™ ืึท ื™ืึธืจ ืคื•ืŸ ืึทืจื‘ืขื˜ ื“ืขืจืคืึทืจื•ื ื’ ืื•ืŸ ืื™ืš ื’ืขืืจื‘ืขื˜ ืื™ืŸ ืกืึทืŸ ืคึฟืจืึทื ืกื™ืกืงืึธ ืื™ืŸ ื“ืขืจ ืคื™ืจืžืข ื˜ืจื• ืึทืงืึธืจื“ ื•ื•ื™ ืกืจ. ื“ืึทื˜ืึท ืกืกื™ืขื ื˜ื™ืกื˜.

TrueAccord ืื™ื– ืึท ืกื˜ืึทืจื˜ืึทืคึผ ืคึฟืึทืจ ื›ื•ื™ื•ื• ื–ืึทืžืœื•ื ื’. ืื™ืŸ ืคึผืฉื•ื˜ ื•ื•ืขืจื˜ืขืจ - ืึท ื–ืึทืžืœื•ื ื’ ืึทื’ืขื ื˜ื•ืจ. ืงืึทืœืขืงื˜ืขืจื– ื™ื•ื–ืฉืึทื•ื•ืึทืœื™ ืจื•ืคืŸ ืึท ืคึผืœืึทืฅ. ืžื™ืจ ื’ืขืฉื™ืงื˜ ืึท ืคึผืœืึทืฅ ืคื•ืŸ ื™ืžื™ื™ืœื–, ืึธื‘ืขืจ ื’ืขืžืื›ื˜ ื•ื•ื™ื™ื ื™ืง ืงืึทืœืœืก. ื™ืขื“ืขืจ ืื™ืžืขื™ืœ ื”ืึธื˜ ื’ืขืคื™ืจื˜ ืฆื• ื“ื™ ืคื™ืจืžืข 'ืก ื•ื•ืขื‘ื–ื™ื™ื˜ืœ, ื•ื•ื• ื“ื™ ื‘ืึทืœ - ื›ื•ื™ื•ื• ืื™ื– ื’ืขื•ื•ืขืŸ ื’ืขืคึฟื™ื ื˜ ืึท ืึทืจืึธืคึผืจืขื›ืขื ืขืŸ ืื•ื™ืฃ ื“ื™ ื›ื•ื™ื•ื•, ืื•ืŸ ืืคื™ืœื• ืขืจืœื•ื™ื‘ื˜ ืฆื• ื‘ืึทืฆืึธืœืŸ ืื™ืŸ ื™ื ืกื˜ืึธืœืžืึทื ืฅ. ื“ืขืจ ืฆื•ื’ืึทื ื’ ื”ืึธื˜ ื’ืขืคึฟื™ืจื˜ ืฆื• ื‘ืขืกืขืจ ื–ืึทืžืœื•ื ื’, ืขืจืœื•ื™ื‘ื˜ ืคึฟืึทืจ ืกืงื™ื™ืœื™ื ื’ ืื•ืŸ ื•ื•ื™ื™ื ื™ืงืขืจ ื•ื™ืกืฉื˜ืขืœืŸ ืฆื• ืœืึธืกื•ืฅ.

ื“ื™ ืคื™ืจืžืข ืื™ื– ื’ืขื•ื•ืขืŸ ื ืึธืจืžืึทืœ. ื“ืขืจ ืคึผืจืึธื“ื•ืงื˜ ืื™ื– ืงืœืึธืจ. ื“ื™ ื”ื ื”ืœื” ืื™ื– ื‘ืจื™ืื”. ื“ืขืจ ืึธืจื˜ ืื™ื– ื’ื•ื˜.

ืื™ืŸ ื“ื•ืจื›ืฉื ื™ื˜ืœืขืš, ืžืขื ื˜ืฉืŸ ืื™ืŸ ื“ื™ ื˜ืึธืœ ืึทืจื‘ืขื˜ ืื•ื™ืฃ ืื™ื™ืŸ ืึธืจื˜ ืคึฟืึทืจ ื•ื•ืขื’ืŸ ืื™ื™ืŸ ืื•ืŸ ืึท ื”ืึทืœื‘ ื™ืึธืจ. ืึทื– ืื™ื–, ืงื™ื™ืŸ ืคื™ืจืžืข ืื™ืจ ืึทืจื‘ืขื˜ ืคึฟืึทืจ ืื™ื– ื ืึธืจ ืึท ืงืœื™ื™ืŸ ืฉืจื™ื˜. ืื™ืŸ ื“ืขื ืฉืจื™ื˜ ืื™ืจ ื•ื•ืขื˜ ื›ืึทืคึผืŸ ืขื˜ืœืขื›ืข ื’ืขืœื˜, ืงืจื™ื’ืŸ ื ื™ื™ึท ื•ื•ื™ืกืŸ, ืกืงื™ืœื–, ืงืึทื ืขืงืฉืึทื ื– ืื•ืŸ ืฉื•ืจื•ืช ืื™ืŸ ื“ื™ื™ืŸ ื ืขืžืขื  ื–ื™ื› ื•ื•ื™ื“ืขืจ. ื ืึธืš ื“ืขื ืขืก ืื™ื– ืึท ื™ื‘ืขืจื’ืึทื ื’ ืฆื• ื“ืขืจ ื•ื•ื™ื™ึทื˜ืขืจ ืฉืจื™ื˜.

ืื™ืŸ TrueAccord ื–ื™ืš, ืื™ืš ืื™ื– ื’ืขื•ื•ืขืŸ ื™ื ื•ื•ืึทืœื•ื•ื“ ืื™ืŸ ืึทื˜ืึทื˜ืฉื™ื ื’ ืจืขืงืึธืžืขื ื“ืึทืฆื™ืข ืกื™ืกื˜ืขืžืขืŸ ืฆื• ื‘ืœื™ืฆืคึผืึธืกื˜ ื ื•ื–ืœืขื˜ืขืจื–, ื•ื•ื™ ื’ืขื–ื•ื ื˜ ื•ื•ื™ ืคึผืจื™ื™ืึธืจืึทื˜ื™ื™ื– ื˜ืขืœืขืคืึธืŸ ืงืึทืœืœืก. ืคึผืจืึทืœ ืื™ื– ืคืึทืจืฉื˜ื™ื™ื™ืง ืื•ืŸ ืื™ื– ื’ืขืžืืกื˜ืŸ ื’ืึทื ืฅ ื’ืขื–ื•ื ื˜ ืื™ืŸ ื“ืึธืœืœืึทืจืก ื“ื•ืจืš ืึท / ื‘ ื˜ืขืกื˜ื™ื ื’. ื–ื™ื ื˜ ืขืก ืื™ื– ื’ืขื•ื•ืขืŸ ืงื™ื™ืŸ ืžืึทืฉื™ืŸ ืœืขืจื ืขืŸ ืื™ื™ื“ืขืจ ืžื™ื™ืŸ ืึธื ืงื•ืžืขืŸ, ื“ื™ ืคึผืจืึทืœ ืคื•ืŸ ืžื™ื™ืŸ ืึทืจื‘ืขื˜ ืื™ื– ื ื™ืฉื˜ ืฉืœืขื›ื˜. ื•ื•ื™ื“ืขืจ, ืขืก ืื™ื– ืคื™ืœ ื’ืจื™ื ื’ืขืจ ืฆื• ืคึฟืึทืจื‘ืขืกืขืจืŸ ืขืคึผืขืก ื•ื•ื™ ืขืคึผืขืก ื•ื•ืึธืก ืื™ื– ืฉื•ื™ืŸ ืฉื•ื•ืขืจ ืึธืคึผื˜ื™ืžื™ื–ืขื“.

ื ืึธืš ื–ืขืงืก ื—ื“ืฉื™ื ืคื•ืŸ ืืจื‘ืขื˜ืŸ ืื•ื™ืฃ ื“ื™ ืกื™ืกื˜ืขืžืขืŸ, ื–ื™ื™ ืืคื™ืœื• ืื•ื™ืคืฉื˜ื™ื™ืŸ ืžื™ื™ืŸ ื‘ืึทื–ืข ืฆืึธืœ ืคื•ืŸ $ 150k ืฆื• $ 163k. ืื™ืŸ ื“ืขืจ ืงื”ื™ืœื” ืขืคึฟืŸ ื“ืึทื˜ืึท ื•ื•ื™ืกื ืฉืึทืคึฟื˜ (ODS) ืขืก ืื™ื– ืึท ืžืขืžืข ื•ื•ืขื’ืŸ $ 163 ืง. ืขืก ื•ื•ืืงืกื˜ ืคื•ืŸ ื“ื ืžื™ื˜ ื“ื™ ืคื™ืก.

ื“ืึธืก ืึทืœืฅ ืื™ื– ื’ืขื•ื•ืขืŸ ื•ื•ื•ื ื“ืขืจืœืขืš, ืึธื‘ืขืจ ืขืก ื”ืื˜ ื ื™ืฉื˜ ืคื™ืจืŸ ืขืจื’ืขืฅ, ืึธื“ืขืจ ืขืก ื’ืขืคื™ืจื˜, ืึธื‘ืขืจ ื ื™ืฉื˜ ื“ืึธืจื˜.

ืื™ืš ื”ืึธื‘ืŸ ื’ืจื•ื™ืก ืจืขืกืคึผืขืงื˜ ืคึฟืึทืจ TrueAccord, ื‘ื™ื™ื“ืข ื“ื™ ืคื™ืจืžืข ืื•ืŸ ื“ื™ ื’ื™ื™ื– ืžื™ื˜ ื•ื•ืึธืก ืื™ืš ื’ืขืืจื‘ืขื˜. ืื™ืš ื’ืขืœืขืจื ื˜ ืึท ืคึผืœืึทืฅ ืคื•ืŸ ื–ื™ื™, ืึธื‘ืขืจ ืื™ืš ื”ืื˜ ื ื™ืฉื˜ ื•ื•ืขืœืŸ ืฆื• ืึทืจื‘ืขื˜ืŸ ืคึฟืึทืจ ืึท ืœืึทื ื’ ืฆื™ื™ึทื˜ ืื•ื™ืฃ ืจืขืงืึธืžืขื ื“ืึทืฆื™ืข ืกื™ืกื˜ืขืžืขืŸ ืื™ืŸ ืึท ื–ืึทืžืœื•ื ื’ ืึทื’ืขื ื˜ื•ืจ. ืคื•ืŸ ื“ืขื ืฉืจื™ื˜ ืื™ืจ ื”ืื˜ ืฆื• ื˜ืจืขื˜ืŸ ืื™ืŸ ืขื˜ืœืขื›ืข ืจื™ื›ื˜ื•ื ื’. ืื•ื™ื‘ ื ื™ืฉื˜ ืคืึธืจื•ื™ืก ืื•ืŸ ืึทืจื•ืฃ, ื“ืขืžืึธืœื˜ ื‘ื™ื™ึท ืžื™ื ื“ืกื˜ืขืจ ืกื™ื™ื“ื•ื•ื™ื™ื–.

ื•ื•ืืก ื”ืื‘ ืื™ืš ื ื™ืฉื˜ ืœื™ื‘?

  1. ืคึฟื•ืŸ ืึท ืžืึทืฉื™ืŸ ืœืขืจื ืขืŸ ืคึผืขืจืกืคึผืขืงื˜ื™ื•ื•, ื“ื™ ืคืจืื‘ืœืขืžืขืŸ ื”ืึธื‘ืŸ ื ื™ืฉื˜ ื™ืงืกื™ื™ื˜ืึทื“ ืžื™ืจ. ืื™ืš ื’ืขื•ื•ืืœื˜ ืขืคึผืขืก ืžืึธื“ืขืจืŸ, ื™ื•ื’ื ื˜ืœืขืš, ื“ืึธืก ืื™ื–, ื˜ื™ืฃ ืœืขืจื ืขืŸ, ืงืึธืžืคึผื™ื•ื˜ืขืจ ื–ืขืื•ื ื’, ืขืคึผืขืก ื’ืึทื ืฅ ื ืึธืขื ื˜ ืฆื• ื•ื•ื™ืกื ืฉืึทืคึฟื˜ ืึธื“ืขืจ ืœืคึผื—ื•ืช ืฆื• ืึทืœื˜ืฉืขืžื™.
  2. ื ืกื˜ืึทืจื˜ืึทืคึผ, ืื•ืŸ ืืคื™ืœื• ืึท ื–ืึทืžืœื•ื ื’ ืึทื’ืขื ื˜ื•ืจ, ื”ืื˜ ืคึผืจืึธื‘ืœืขืžืก ื”ื™ืจื™ื ื’ ื”ืขื›ืกื˜ ืงื•ื•ืึทืœืึทืคื™ื™ื“ ืคึผืขืจืกืึทื ืขืœ. ื•ื•ื™ ืึท ืกื˜ืึทืจื˜ืึทืคึผ, ืขืก ืงืขืŸ ื ื™ืฉื˜ ื‘ืึทืฆืึธืœืŸ ืคื™ืœ. ืื‘ืขืจ ื•ื•ื™ ืึท ื–ืึทืžืœื•ื ื’ ืึทื’ืขื ื˜ื•ืจ, ืขืก ืคืืจืœื™ืจื˜ ืื™ืŸ ืกื˜ืึทื˜ื•ืก. ื‘ืขืขืจืขืš ื’ืขืจืขื“ื˜, ืื•ื™ื‘ ืึท ืžื™ื™ื“ืœ ืื•ื™ืฃ ืึท ื“ืึทื˜ืข ืคืจืขื’ื˜ ื•ื•ื• ืื™ืจ ืึทืจื‘ืขื˜? ื“ื™ื™ืŸ ืขื ื˜ืคืขืจ: "ืื•ื™ืฃ Google" ืกืึธื•ื ื“ืก ืึธืจื“ืขืจืก ืคื•ืŸ ืžืึทื’ื ืึทื˜ื•ื“ ื‘ืขืกืขืจ ื•ื•ื™ "ื–ืึทืžืœื•ื ื’ ืึทื’ืขื ื˜ื•ืจ." ืื™ืš ืื™ื– ื’ืขื•ื•ืขืŸ ืึท ื‘ื™ืกืœ ื‘ืึทื“ืขืจื“ ื“ื•ืจืš ื“ื™ ืคืึทืงื˜ ืึทื– ืคึฟืึทืจ ืžื™ื™ืŸ ืคืจืขื ื“ื– ื•ื•ืึธืก ืึทืจื‘ืขื˜ ืื™ืŸ Google ืื•ืŸ ืคืึทืกืขื‘ืึธืึธืง, ื ื™ื˜ ืขื ืœืขืš ืžื™ืจ, ื“ื™ ื ืึธืžืขืŸ ืคื•ืŸ ื–ื™ื™ืขืจ ืคื™ืจืžืข ื’ืขืขืคื ื˜ ื˜ื™ืจืŸ ื•ื•ื™: ืื™ืจ ืงืขื ืขืŸ ื–ื™ื™ืŸ ืคืืจื‘ืขื˜ืŸ ืฆื• ืึท ื–ื™ืฆื•ื ื’ ืึธื“ืขืจ ื‘ืึทื’ืขื’ืขื ื™ืฉ ื•ื•ื™ ืึท ืจืขื“ื ืขืจ, ืึธื“ืขืจ ืžืขืจ ื˜ืฉื™ืงืึทื•ื•ืข ืžืขื ื˜ืฉืŸ ืฉืจื™ื™ึทื‘ืŸ ืื•ื™ืฃ ืœื™ื ืงืขื“ื™ืŸ ืžื™ื˜ ืึท ืคืึธืจืฉืœืึธื’ ืฆื• ื˜ืจืขืคืŸ ืื•ืŸ ืฉืžื•ืขืกืŸ ืื™ื‘ืขืจ ืึท ื’ืœืื– ืคื•ืŸ ื˜ื™ื™. ืื™ืš ื˜ืึทืงืข ืœื™ื‘ืข ืงืึทืžื™ื•ื ืึทืงื™ื™ื˜ื™ื ื’ ืžื™ื˜ ืžืขื ื˜ืฉืŸ ืื™ืš ื˜ืึธืŸ ื ื™ื˜ ื•ื•ื™ืกืŸ ืื™ืŸ ืžืขื ื˜ืฉ. ืึทื–ื•ื™ ืื•ื™ื‘ ืื™ืจ ืœืขื‘ืŸ ืื™ืŸ ืกืึทืŸ ืคึฟืจืึทื ืกื™ืกืงืึธ, ื˜ืึธืŸ ื ื™ื˜ ืงื•ื•ืขื ืงืœืขืŸ ืฆื• ืฉืจื™ื™ึทื‘ืŸ - ืœืึธื–ืŸ ืื•ื ื“ื– ื’ื™ื™ืŸ ืคึฟืึทืจ ืงืึทื•ื•ืข ืื•ืŸ ืจืขื“ืŸ.
  3. ืื™ืŸ ืึทื“ื™ืฉืึทืŸ ืฆื• ืžื™ืจ, ื“ืจื™ื™ ื“ืึทื˜ืึท ืกืกื™ืขื ื˜ื™ืกืฅ ื’ืขืืจื‘ืขื˜ ืื™ืŸ ื“ื™ ืคื™ืจืžืข. ืื™ืš ืื™ื– ื’ืขื•ื•ืขืŸ ืืจื‘ืขื˜ืŸ ืื•ื™ืฃ ืžืึทืฉื™ืŸ ืœืขืจื ืขืŸ, ืื•ืŸ ื–ื™ื™ ื–ืขื ืขืŸ ืืจื‘ืขื˜ืŸ ืื•ื™ืฃ ืื ื“ืขืจืข ื“ืึทื˜ืึท ื•ื•ื™ืกื ืฉืึทืคึฟื˜ ื˜ืึทืกืงืก, ื•ื•ืึธืก ื–ืขื ืขืŸ ืคึผืจืึธืกื˜ ืื™ืŸ ืงื™ื™ืŸ ืกื˜ืึทืจื˜ืึทืคึผ ืคื•ืŸ ื“ืึธ ืฆื• ืžืึธืจื’ืŸ. ื•ื•ื™ ืึท ืจืขื–ื•ืœื˜ืึทื˜, ื–ื™ื™ ื˜ืึธืŸ ื ื™ื˜ ื˜ืึทืงืข ืคึฟืึทืจืฉื˜ื™ื™ืŸ ืžืึทืฉื™ืŸ ืœืขืจื ืขืŸ. ืึธื‘ืขืจ ื›ึผื“ื™ ืฆื• ื•ื•ืึทืงืกืŸ, ื“ืึทืจืฃ ืื™ืš ื–ื™ืš ืงืึธืžื•ื ื™ืงื™ืจืŸ ืžื™ื˜ ืขืžืขืฆืŸ, ื“ื™ืกืงื•ื˜ื™ืจืŸ ืึทืจื˜ื™ืงืœืขืŸ ืื•ืŸ ื“ื™ ืœืขืฆื˜ืข ืึทื ื˜ื•ื•ื™ืงืœื•ื ื’ืขืŸ, ืื•ืŸ ืฆื•ื ืกื•ืฃ ื‘ืขื˜ืŸ ืึทืŸ ืขืฆื”.

ื•ื•ืึธืก ืื™ื– ื’ืขื•ื•ืขืŸ ื‘ื ื™ืžืฆื?

  1. ื‘ื™ืœื“ื•ื ื’: ืคื™ื–ื™ืง, ื ื™ื˜ ืงืึธืžืคึผื™ื•ื˜ืขืจ ื•ื•ื™ืกื ืฉืึทืคึฟื˜.
  2. ื“ื™ ื‘ืœื•ื™ื– ืคึผืจืึธื’ืจืึทืžืžื™ื ื’ ืฉืคึผืจืึทืš ืื™ืš ื’ืขื•ื•ืื•ืกื˜ ืื™ื– ืคึผื™ื˜ื”ืึธืŸ. ืขืก ืื™ื– ื’ืขื•ื•ืขืŸ ืึท ื’ืขืคื™ืœ ืึทื– ืื™ืš ื“ืืจืฃ ืฆื• ื‘ืึทืฉื˜ื™ืžืขืŸ ืฆื• C ++, ืึธื‘ืขืจ ืื™ืš ื ืึธืš ืงืขืŸ ื ื™ืฉื˜ ื‘ืึทืงื•ืžืขืŸ ืึทืจื•ื ืขืก.
  3. ื ื™ืึธืจ ืื•ืŸ ืึท ื”ืึทืœื‘ ืคื•ืŸ ืึทืจื‘ืขื˜ ืื™ืŸ ื“ื™ ืื™ื ื“ื•ืกื˜ืจื™ืข. ื“ืขืจืฆื•, ืื™ืŸ ืึทืจื‘ืขื˜ ืื™ืš ื”ืื˜ ื ื™ืฉื˜ ืœืขืจื ืขืŸ ื“ื™ืคึผ ืœืขืจื ืขืŸ ืึธื“ืขืจ ืงืึธืžืคึผื™ื•ื˜ืขืจ ื–ืขืื•ื ื’.
  4. ื ื™ื˜ ืึท ืื™ื™ืŸ ืึทืจื˜ื™ืงืœ ื•ื•ืขื’ืŸ ื“ื™ืคึผ ืœืขืจื ืขืŸ / ืงืึธืžืคึผื™ื•ื˜ืขืจ ื–ืขืื•ื ื’ ืื™ืŸ ื“ื™ ื ืขืžืขื  ื–ื™ื› ื•ื•ื™ื“ืขืจ.
  5. ืขืก ืื™ื– ื’ืขื•ื•ืขืŸ ืึท ื“ืขืจื’ืจื™ื™ื” ืคื•ืŸ ืงืึทื’ื’ืœืข ื”ืืจ.

ื•ื•ืืก ื”ืืกื˜ื• ื’ืขื•ื•ืืœื˜?

  1. ื ืฉื˜ืขืœืข ื•ื•ื• ืขืก ื•ื•ืขื˜ ื–ื™ื™ืŸ ื ื™ื™ื˜ื™ืง ืฆื• ื‘ืึทืŸ ืคื™ืœืข ื ืขื˜ื•ื•ืึธืจืงืก, ืื•ืŸ ื ืขืขื ื˜ืขืจ ืฆื• ืงืึธืžืคึผื™ื•ื˜ืขืจ ื–ืขืื•ื ื’.
  2. ืขืก ืื™ื– ื‘ืขืกืขืจ ืื•ื™ื‘ ืขืก ืื™ื– ืึท ื’ืจื•ื™ืก ืคื™ืจืžืข ื•ื•ื™ Google, ื˜ืขืกืœืึท, ืคืึทืกืขื‘ืึธืึธืง, ื•ื‘ืขืจ, ืœื™ื ืงืขื“ื™ืŸ, ืขื˜ืง. ื›ืึธื˜ืฉ ืื™ืŸ ืึท ืงื ื™ืคึผ, ืึท ืกื˜ืึทืจื˜ืึทืคึผ ื•ื•ืึธืœื˜ ื˜ืึธืŸ.
  3. ืื™ืš ื˜ืึธืŸ ื ื™ื˜ ื“ืึทืจืคึฟืŸ ืฆื• ื–ื™ื™ืŸ ื“ืขืจ ื‘ื™ื’ืึทืกื˜ ืžืึทืฉื™ืŸ ืœืขืจื ืขืŸ ืžื•ืžื—ื” ืื™ืŸ ื“ื™ ืžืึทื ืฉืึทืคึฟื˜. ืข ืก ืื™ ื– ื’ืขืฐืข ืŸ ื ื’ืจื•ื™ืืข ืจ ื‘ืื“ืืจืคืฒ ื˜ ืคื• ืŸ ืขืœื˜ืขืจ ืข ื—ื‘ืจื™ื , ืžืขื ื˜ืืจ ืŸ ืื• ืŸ ืืœืขืจืœ ืฒ ืงืืžื•ื ื™ืงืืฆื™ืข , ืฐื ืก ื”ื ื˜ ื’ืขื“ืืจืค ื˜ ืคืืจืฉืฒื“ ืŸ ื“ืข ื ืœืขืจืŸึพืคืจืืฆืขืก .
  4. ื ืึธืš ืœื™ื™ืขื ืขืŸ ื‘ืœืึธื’ ืึทืจื˜ื™ืงืœืขืŸ ื•ื•ืขื’ืŸ ื•ื•ื™ ื’ืจืึทื“ื–ืฉืึทื•ื•ืึทืฅ ืึธืŸ ื™ื ื“ืึทืกื˜ืจื™ ื“ืขืจืคืึทืจื•ื ื’ ื”ืึธื‘ืŸ ืึท ื’ืึทื ืฅ ืคืึทืจื’ื™ื˜ื™ืงื•ื ื’ ืคื•ืŸ $ 300-500 ืง ืคึผืขืจ ื™ืึธืจ, ืื™ืš ื’ืขื•ื•ืืœื˜ ืฆื• ื’ื™ื™ืŸ ืื™ืŸ ื“ืขืจ ื–ืขืœื‘ื™ืงืขืจ ืงื™ื™ื˜. ืขืก ืื™ื– ื ื™ืฉื˜ ืึทื– ื“ืึธืก ื‘ืึทื“ืขืจื– ืžื™ืจ ืึทื–ื•ื™ ืคื™ืœ, ืึธื‘ืขืจ ื–ื™ื ื˜ ื–ื™ื™ ื–ืึธื’ืŸ ืึทื– ื“ืึธืก ืื™ื– ืึท ืคึผืจืึธืกื˜ ื“ืขืจืฉื™ื™ื ื•ื ื’, ืึธื‘ืขืจ ืื™ืš ื”ืึธื‘ืŸ ื•ื•ื™ื™ื ื™ืงืขืจ, ื“ืึธืก ืื™ื– ืึท ืกื™ื’ื ืึทืœ.

ื“ื™ ืึทืจื‘ืขื˜ ืื™ื– ื’ืขื•ื•ืขืŸ ื’ืึธืจ ืกืึธืœื•ื•ืึทื‘ืึทืœ, ื›ืึธื˜ืฉ ื ื™ื˜ ืื™ืŸ ื“ืขื ื–ื™ื ืขืŸ ืึทื– ืื™ืจ ืงืขื ืขืŸ ืฉืคึผืจื™ื ื’ืขืŸ ืื™ืŸ ืงื™ื™ืŸ ืคื™ืจืžืข, ืึธื‘ืขืจ ื’ืึทื ืฅ ืึทื– ืื•ื™ื‘ ืื™ืจ ื”ื•ื ื’ืขืจืŸ, ืึทืœืฅ ื•ื•ืขื˜ ืึทืจื‘ืขื˜ ืื•ื™ืก. ื“ืึธืก ื”ื™ื™ืกื˜, ืฆืขื ื“ืœื™ืงืขืจ ืึธื“ืขืจ ื”ื•ื ื“ืขืจื˜ืขืจ ืคึผืจื•ื•ื•ืŸ, ืื•ืŸ ื“ืขืจ ื•ื•ื™ื™ื˜ื™ืง ืคึฟื•ืŸ ื™ืขื“ืŸ ื“ื•ืจื›ืคืึทืœ ืื•ืŸ ื™ืขื“ืŸ ืจื™ื“ื–ืฉืขืงืฉืึทืŸ, ื–ืึธืœ ื•ื•ืขืจืŸ ื’ืขื ื•ืฆื˜ ืฆื• ืฉืึทืจืคืŸ ืคืึธืงื•ืก, ืคึฟืึทืจื‘ืขืกืขืจืŸ ื–ื›ึผืจื•ืŸ ืื•ืŸ ืื•ื™ืกืฉื˜ืจืขืงืŸ ื“ืขื ื˜ืึธื’ ืฆื• 36 ืฉืขื”.

ืื™ืš ื˜ื•ื•ื™ืงื˜ ืžื™ื™ืŸ ื ืขืžืขื  ื–ื™ื› ื•ื•ื™ื“ืขืจ, ืกื˜ืึทืจื˜ืขื“ ืฉื™ืงื˜ ืขืก ืื•ืŸ ื’ืขื’ืื ื’ืขืŸ ืคึฟืึทืจ ื™ื ื˜ืขืจื•ื•ื™ื•ื–. ืื™ืš ืคืœื• ืคืึทืจื’ืึทื ื’ืขื ื”ื™ื™ึทื˜ ืจื•ื‘ึฟ ืคื•ืŸ ื–ื™ื™ ืื™ืŸ ื“ืขืจ ื‘ื™ื ืข ืคื•ืŸ โ€‹โ€‹ืงืึธืžื•ื ื™ืงืึทืฆื™ืข ืžื™ื˜ HR. ืคื™ืœืข ืžืขื ื˜ืฉืŸ ืคืืจืœืื ื’ื˜ C ++, ืึธื‘ืขืจ ืื™ืš ื”ืื˜ ื ื™ื˜ ื•ื•ื™ืกืŸ ืขืก, ืื•ืŸ ืื™ืš ื”ืื˜ ืึท ืฉื˜ืึทืจืง ื’ืขืคื™ืœ ืึทื– ืื™ืš ื•ื•ืึธืœื˜ ื ื™ืฉื˜ ื–ื™ื™ืŸ ื–ื™ื™ืขืจ ืื™ื ื˜ืขืจืขืกื™ืจื˜ ืื™ืŸ ืฉื˜ืขืœืขืก ื•ื•ืึธืก ื“ืึทืจืคืŸ C ++.

ืขืก ืื™ื– ื›ื“ืื™ ืฆื• ื‘ืืžืขืจืงืŸ ืึทื– ืึทืจื•ื ื“ืขืจ ื–ืขืœื‘ื™ืงืขืจ ืฆื™ื™ื˜ ืขืก ืื™ื– ื’ืขื•ื•ืขืŸ ืึท ืคืึทืกืข ื™ื‘ืขืจื’ืึทื ื’ ืื™ืŸ ื“ืขื ื˜ื™ืคึผ ืคื•ืŸ ืงืึทืžืคึผืึทื˜ื™ืฉืึทื ื– ืื•ื™ืฃ ืงืึทื’ื’ืœืข. ืื™ื™ื“ืขืจ 2017 ืขืก ืื™ื– ื’ืขื•ื•ืขืŸ ืึท ืคึผืœืึทืฅ ืคื•ืŸ ื˜ืึทื‘ื•ืœืึทืจ ื“ืึทื˜ืŸ ืื•ืŸ ื–ื™ื™ืขืจ ืจืึทืจืขืœื™ ื‘ื™ืœื“ ื“ืึทื˜ืŸ, ืึธื‘ืขืจ ืกื˜ืึทืจื˜ื™ื ื’ ืื™ืŸ 2017 ืขืก ื–ืขื ืขืŸ ื’ืขื•ื•ืขืŸ ืึท ืคึผืœืึทืฅ ืคื•ืŸ ืงืึธืžืคึผื™ื•ื˜ืขืจ ื–ืขืื•ื ื’ ื˜ืึทืกืงืก.

ื“ืึธืก ืœืขื‘ืŸ ืื™ื– ื’ืขื•ื•ืขืŸ ืื™ืŸ ื“ื™ ืคืืœื’ืขื ื“ืข ืžืึธื“ืข:

  1. ืึทืจื‘ืขื˜ ื‘ืขืฉืึทืก ื“ืขื ื˜ืึธื’.
  2. ื•ื•ืขืŸ ื˜ืขืง ืคืึทืจืฉื˜ืขืœืŸ / ืื•ื™ืฃ ืคึผืœืึทืฅ ืื™ืจ ื ืขืžืขืŸ ืฆื™ื™ื˜ ืึทื•ื•ืขืง.
  3. ื™ื•ื•ื ื™ื ื’ื– ืื•ืŸ ื•ื•ื™ืงืขื ื“ื– ืงืึทื’ื’ืœืข + ืึทืจื˜ื™ืงืœืขืŸ / ื‘ื™ื›ืขืจ / ื‘ืœืึธื’ ืึทืจื˜ื™ืงืœืขืŸ

ื“ืขืจ ืกื•ืฃ ืคื•ืŸ 2016 ืื™ื– ื’ืขื•ื•ืขืŸ ืื ื’ืขืฆื™ื™ื›ื ื˜ ื“ื•ืจืš ื“ืขื ืคืึทืงื˜ ืึทื– ืื™ืš ื–ื™ืš ืื™ื™ื ื’ืขืฉืจื™ื‘ืŸ ื“ื™ ืงื”ืœ ืขืคึฟืŸ ื“ืึทื˜ืึท ื•ื•ื™ืกื ืฉืึทืคึฟื˜ (ODS), ื•ื•ืึธืก ืกื™ืžืคึผืœืึทืกื˜ ืึท ืคึผืœืึทืฅ ืคื•ืŸ ื–ืื›ืŸ. ืขืก ื–ืขื ืขืŸ ืคืืจืืŸ ืืกืืš ื‘ื—ื•ืจื™ื ืื™ืŸ ื“ืขืจ ืงื”ื™ืœื” ืžื™ื˜ ื ืจื™ื™ื›ืข ืื™ื ื“ื•ืกื˜ืจื™ืืœืข ืื™ื‘ืขืจืœืขื‘ื•ื ื’, ื•ื•ืืก ื”ืื˜ ืื•ื ื– ื’ืขืœืื–ื˜ ืคืจืขื’ืŸ ืืกืืš ื ืืจื™ืฉืข ืคืจืื’ืขืก ืื•ืŸ ื‘ืืงื•ืžืขืŸ ืืกืืš ืงืœื•ื’ืข ืขื ื˜ืคึฟืขืจืก. ืขืก ื–ืขื ืขืŸ ืื•ื™ืš ืึท ืคึผืœืึทืฅ ืคื•ืŸ ื–ื™ื™ืขืจ ืฉื˜ืึทืจืง ืžืึทืฉื™ืŸ ืœืขืจื ืขืŸ ืกืคึผืขืฉืึทืœืึทืกืฅ ืคื•ืŸ ืึทืœืข ืกื˜ืจื™ืคึผืก, ื•ื•ืึธืก, ืึทื ื™ืงืกืคึผืขืงื˜ื™ื“ืœื™, ื“ืขืจืœื•ื™ื‘ื˜ ืžื™ืจ, ื“ื•ืจืš ODS, ืฆื• ืคืึทืจืžืึทื›ืŸ ื“ืขื ืึทืจื•ื™ืกื’ืขื‘ืŸ ืžื™ื˜ ืจืขื’ื•ืœืขืจ ืื™ืŸ-ื˜ื™ืคืงื™ื™ึทื˜ ืงืึธืžื•ื ื™ืงืึทืฆื™ืข ื•ื•ืขื’ืŸ ื“ืึทื˜ืึท ื•ื•ื™ืกื ืฉืึทืคึฟื˜. ื‘ื™ื– ืื™ืฆื˜, ืื™ืŸ ื˜ืขืจืžื™ื ืขืŸ ืคื•ืŸ ML, ODS ื’ื™ื˜ ืžื™ืจ ืคื™ืœืข ืžืึธืœ ืžืขืจ ื•ื•ื™ ื•ื•ืึธืก ืื™ืš ื‘ืึทืงื•ืžืขืŸ ืื™ืŸ ืึทืจื‘ืขื˜.

ื ื•, ื•ื•ื™ ื’ืขื•ื•ื™ื™ื ื˜ืœืขืš, ODS ื”ืื˜ ื’ืขื ื•ื’ ืกืคึผืขืฉืึทืœืึทืกืฅ ืื™ืŸ ืงืึทืžืคึผืึทื˜ื™ืฉืึทื ื– ืื•ื™ืฃ Kaggle ืื•ืŸ ืื ื“ืขืจืข ื–ื™ื™ื˜ืœืขืš. ืกืึทืœื•ื•ื™ื ื’ ืคึผืจืึธื‘ืœืขืžืก ืื™ืŸ ืึท ืงืึธืœืขืงื˜ื™ื•ื• ืื™ื– ืžืขืจ ืฉืคึผืึทืก ืื•ืŸ ืคึผืจืึธื“ื•ืงื˜ื™ื•ื•, ืึทื–ื•ื™ ืžื™ื˜ ื“ื–ืฉืึธื•ืงืก, ืฉื•ื•ืขืจืŸ, ืžืขืžืขืก ืื•ืŸ ืื ื“ืขืจืข ื ืขืจื“ื™ ืคืึทืจื•ื•ื™ื™ึทืœื•ื ื’, ืžื™ืจ ืกื˜ืึทืจื˜ืขื“ ืกืึทืœื•ื•ื™ื ื’ ืคึผืจืึธื‘ืœืขืžืก ืื™ื™ื ืขืจ ื“ื•ืจืš ืื™ื™ื ืขืจ.

ืื™ืŸ ืžืึทืจืฅ 2017 - ืื™ืŸ ืึท ืงืึธืœืขืงื˜ื™ื•ื• ืžื™ื˜ ืกืขืจืขื’ืึท ืžื•ืฉื™ื ืกืงื™ - ื“ืจื™ื˜ ืึธืจื˜ ืคึฟืึทืจ ื“ืกื˜ืœ ืกืึทื˜ืขืœื™ื˜ ื™ืžืึทื“ื–ืฉืจื™ ื“ื™ื˜ืขืงืฉืึทืŸ. ื’ืึธืœื“ ืžืขื“ืึทืœ ืื•ื™ืฃ ืงืึทื’ื’ืœืข + $ 20 ืง ืคึฟืึทืจ ืฆื•ื•ื™ื™. ืื™ืŸ ื“ืขื ืึทืจื‘ืขื˜, ืึทืจื‘ืขื˜ ืžื™ื˜ ืกืึทื˜ืขืœื™ื˜ ื‘ื™ืœื“ืขืจ + ื‘ื™ื™ื ืขืจื™ ืกืขื’ืžืึทื ื˜ื™ื™ืฉืึทืŸ ื“ื•ืจืš UNet ืื™ื– ื™ืžืคึผืจื•ื•ื•ื“. ื‘ืœืึธื’ ืคึผืึธืกื˜ืŸ ืื•ื™ืฃ Habrรฉ ืื•ื™ืฃ ื“ืขื ื˜ืขืžืข.

ืื™ืŸ ื“ืขื ื–ืขืœื‘ืŸ ืžืึทืจืฅ, ืื™ืš ื’ืขื’ืื ื’ืขืŸ ืคึฟืึทืจ ืึทืŸ ืื™ื ื˜ืขืจื•ื•ื™ื• ืื™ืŸ NVidia ืžื™ื˜ ื“ื™ ื–ื™ืš ื“ืจื™ื™ื•ื•ื™ื ื’ ืžืึทื ืฉืึทืคึฟื˜. ืื™ืš ื˜ืึทืงืข ืกื˜ืจืึทื’ืึทืœื“ ืžื™ื˜ ืคึฟืจืื’ืŸ ื•ื•ืขื’ืŸ ืึธื‘ื“ื–ืฉืขืงื˜ ื“ืขื˜ืขืงืฉืึทืŸ. ืขืก ืื™ื– ื ื™ืฉื˜ ื’ืขื•ื•ืขืŸ ื’ืขื ื•ื’ ื•ื•ื™ืกืŸ.

ืฆื•ืž ื’ืœื™ืง, ืื™ืŸ ื“ืขืจ ื–ืขืœื‘ื™ืงืขืจ ืฆื™ื™ื˜, ื“ื™ ืึธื‘ื“ื–ืฉืขืงื˜ ื“ืขื˜ืขืงืฉืึทืŸ ืคืึทืจืžืขืกื˜ ืื•ื™ืฃ ืœื•ืคื˜ ื‘ื™ืœื“ืขืจ ืคื•ืŸ ื“ืขืจ ื–ืขืœื‘ื™ืงืขืจ DSTL ืื ื’ืขื”ื•ื™ื‘ืŸ. ื’ืึธื˜ ื–ื™ืš ื‘ืืคื•ื™ืœืŸ ืฆื• ืกืึธืœื•ื•ืข ื“ื™ ืคึผืจืึธื‘ืœืขื ืื•ืŸ ืึทืคึผื’ืจื™ื™ื“. ื ื—ื•ื“ืฉ ืคื•ืŸ ืึธื•ื•ื ื˜ ืื•ืŸ ื•ื•ื™ืงืขื ื“ื–. ืื™ืš ื”ืึธื‘ ืื•ื™ืคึฟื’ืขื ื•ืžืขืŸ ื“ื™ ื•ื•ื™ืกืŸ ืื•ืŸ ืคืึทืจื˜ื™ืง ืฆื•ื•ื™ื™ื˜. ื“ื™ ื“ืึธื–ื™ืงืข ืคืึทืจืžืขืกื˜ ื”ืึธื˜ ื’ืขื”ืึทื˜ ืึทืŸ ืื™ื ื˜ืขืจืขืกืึทื ื˜ืข ื ื•ืึทื ืก ืื™ืŸ ื“ื™ ืชืงื ื•ืช, ื•ื•ืึธืก ื”ืึธื˜ ื’ืขืคื™ืจื˜ ืฆื• ืžื™ืจ ื•ื•ืขืจืŸ ื’ืขื•ื•ื™ื–ืŸ ืื™ืŸ ืจื•ืกืœืึทื ื“ ืื•ื™ืฃ ืคืขื“ืขืจืืœืข ืื•ืŸ ื ื™ื˜ ืึทื–ื•ื™ ืคืขื“ืขืจืืœืข ืงืึทื ืึทืœืŸ. ืื™ืš ื”ืึธื‘ ื–ื™ืš ืึธื ื’ืขื”ื•ื™ื‘ืŸ ื”ื™ื™ื Lenta.ru, ืื•ืŸ ืื™ืŸ ืึท ื‘ื™ื ื˜ืœ ืคื•ืŸ ื“ืจื•ืงืŸ ืื•ืŸ ืึธื ืœื™ื™ืŸ ืื•ื™ืกื’ืื‘ืขืก. ืžืขื™ืœ ืจื• ื’ืจื•ืคืข ื‘ืืงื•ืžืขืŸ ืึท ื‘ื™ืกืœ positive ืคึผืจ ืื•ื™ืฃ ืžื™ื™ืŸ ืงืึธืกื˜ ืื•ืŸ ื–ื™ื™ืขืจ ืื™ื™ื’ืŸ ื’ืขืœื˜, ืื•ืŸ ืคื•ื ื“ืึทืžืขื ื˜ืึทืœ ื•ื•ื™ืกื ืฉืึทืคึฟื˜ ืื™ืŸ ืจื•ืกืœืึทื ื“ ืื™ื– ื’ืขื•ื•ืขืŸ ืขื ืจื™ื˜ืฉื˜ ื“ื•ืจืš 12000 ืคื•ื ื˜. ื•ื•ื™ ื’ืขื•ื•ื™ื™ื ื˜ืœืขืš, ืขืก ืื™ื– ื’ืขื•ื•ืขืŸ ื’ืขืฉืจื™ื‘ืŸ ืื•ื™ืฃ ื“ืขื ื˜ืขืžืข ื‘ืœืึธื’ ืคึผืึธืกื˜ืŸ ืื•ื™ืฃ hubr. ื’ื™ื™ืŸ ื“ืึธืจื˜ ืคึฟืึทืจ ืคืจื˜ื™ื.

ืื™ืŸ ื“ืขืจ ื–ืขืœื‘ื™ืงืขืจ ืฆื™ื™ื˜, ืึท ื˜ืขืกืœืึท ืจืขืงืจื•ื˜ืขืจ ืงืึธื ื˜ืึทืงื˜ ืžื™ืจ ืื•ืŸ ื’ืขืคึฟื™ื ื˜ ืฆื• ืจืขื“ืŸ ื•ื•ืขื’ืŸ ื“ื™ ืงืึธืžืคึผื™ื•ื˜ืขืจ ื–ืขืื•ื ื’ ืฉื˜ืขืœืข. ืื™ืš ื”ืื‘ ืžืกื›ื™ื ื’ืขื•ื•ืขืŸ. ืื™ืš ื‘ื™ืŸ ื“ื•ืจื›ื’ืขื’ืื ื’ืขืŸ ื“ื•ืจืš ื“ื™ ื ืขืžืขืŸ ื”ื™ื™ื, ืฆื•ื•ื™ื™ ื˜ืขืง ืกืงืจื™ื ื–, ืึทืŸ ืื™ื ื˜ืขืจื•ื•ื™ื• ืื•ื™ืฃ ืคึผืœืึทืฅ, ืื•ืŸ ืื™ืš ื”ืึธื‘ ืึท ื–ื™ื™ืขืจ ืึธื ื’ืขื ืขื ืฉืžื•ืขืก ืžื™ื˜ ืึทื ื“ืจื™ื™ ืงืึทืจืคึผืึทื˜ื”ื™, ื•ื•ืึธืก ืื™ื– ืคึผื•ื ืงื˜ ื›ื™ื™ืขืจื“ ืื™ืŸ ื˜ืขืกืœืึท ื•ื•ื™ ื“ื™ืจืขืงื˜ืึธืจ ืคื•ืŸ ืึทื™. ื“ืขืจ ื•ื•ื™ื™ึทื˜ืขืจ ื‘ื™ื ืข ืื™ื– ื”ื™ื ื˜ืขืจื’ืจื•ื ื˜ ื˜ืฉืขืง. ื ืึธืš ื“ืขื, Elon Musk ื”ืื˜ ืฆื• ืคึผืขืจืกื ืึทืœื™ ืึทืคึผืจื•ื•ื• ืžื™ื™ืŸ ืึทืคึผืœืึทืงื™ื™ืฉืึทืŸ. ื˜ืขืกืœืึท ื”ืื˜ ืึท ืฉื˜ืจืขื ื’ ื ืึธืŸ ืึทื ื˜ืคึผืœืขืงื•ื ื’ ืึทื’ืจืขืขืžืขื ื˜ (NDA).
ืื™ืš ื”ืื‘ ื ื™ืฉื˜ ื“ื•ืจื›ื’ืขื’ืื ื’ืขืŸ ื“ื™ ื‘ืึทืงื’ืจืึทื•ื ื“ ื˜ืฉืขืง. ื“ืขืจ ืจืขืงืจื•ื˜ืขืจ ื”ืื˜ ื’ืขื–ืื’ื˜ ืึทื– ืื™ืš ืฉืžื•ืขืกืŸ ืึท ืคึผืœืึทืฅ ืึธื ืœื™ื™ืŸ, ื•ื•ื™ื™ืึทืœื™ื™ื˜ื™ื ื’ ื“ื™ NDA. ื“ืขืจ ืื™ื™ื ืฆื™ืงืขืจ ืึธืจื˜ ื•ื•ื•ึผ ืื™ืš ื”ืึธื‘ ื’ืขื–ืึธื’ื˜ ืขืคึผืขืก ื•ื•ืขื’ืŸ ืึทืŸ ืื™ื ื˜ืขืจื•ื•ื™ื• ื‘ื™ื™ ื˜ืขืกืœืึท ืื™ื– ื’ืขื•ื•ืขืŸ ODS, ืึทื–ื•ื™ ื“ื™ ืื™ืฆื˜ื™ืงืข ื›ื™ื™ืคึผืึทื˜ืึทืกืึทืก ืื™ื– ืึทื– ืขืžืขืฆืขืจ ื’ืขื ื•ืžืขืŸ ืึท ืกืงืจืขืขื ืฉืึธื˜ ืื•ืŸ ื’ืขืฉืจื™ื‘ืŸ ืฆื• HR ื‘ื™ื™ ื˜ืขืกืœืึท, ืื•ืŸ ืื™ืš ืื™ื– ืึทื•ื•ืขืงื’ืขื ื•ืžืขืŸ ืคื•ืŸ ื“ื™ ืจืึทืกืข ืื•ื™ืก ืคื•ืŸ ืฉืึธื“ืŸ ืก ื•ื•ืขื’. ืขืก ืื™ื– ื“ืขืžืืœื˜ ื’ืขื•ื•ืขืŸ ื ื‘ื•ืฉื”. ืื™ืฆื˜ ืื™ืš ื‘ื™ืŸ ืฆื•ืคืจื™ื“ืŸ ืขืก ื”ืื˜ ื ื™ืฉื˜ ืึทืจื‘ืขื˜ืŸ ืื•ื™ืก. ืžื™ื™ึทืŸ ืงืจืึทื ื˜ ืฉื˜ืขืœืข ืื™ื– ืคื™ืœ ื‘ืขืกืขืจ, ื›ืึธื˜ืฉ ืขืก ื•ื•ืึธืœื˜ ื–ื™ื™ืŸ ื–ื™ื™ืขืจ ื˜ืฉื™ืงืึทื•ื•ืข ืฆื• ืึทืจื‘ืขื˜ืŸ ืžื™ื˜ ืึทื ื“ืจื™ื™.

ื’ืœื™ื™ืš ื ืึธืš ื“ืขื, ืื™ืš ืคึผืœืึทื ื“ื–ืฉื“ ืื™ืŸ ื“ื™ ืกืึทื˜ืขืœื™ื˜ ื‘ื™ืœื“ืขืจ ืคืึทืจืžืขืกื˜ ืื•ื™ืฃ Kaggle ืคึฟื•ืŸ ืคึผืœืึทื ืขื˜ ืœืึทื‘ืก - ืคืืจืฉื˜ืื ื“ ื“ืขืจ ืึทืžืึทื–ืึธืŸ ืคึฟื•ืŸ ืกืคืขื™ืก. ื“ืขืจ ืคึผืจืึธื‘ืœืขื ืื™ื– ื’ืขื•ื•ืขืŸ ืคึผืฉื•ื˜ ืื•ืŸ ื’ืึธืจ ื ื•ื“ื ืข, ืงื™ื™ืŸ ืื™ื™ื ืขืจ ื’ืขื•ื•ืืœื˜ ืฆื• ืกืึธืœื•ื•ืข ืขืก, ืึธื‘ืขืจ ืึทืœืขืžืขืŸ ื’ืขื•ื•ืืœื˜ ืึท ืคืจื™ื™ ื’ืึธืœื“ ืžืขื“ืึทืœ ืึธื“ืขืจ ืคืจื™ื™ื– ื’ืขืœื˜. ื“ืขืจื™ื‘ืขืจ, ืžื™ื˜ ืึท ืงืึธืœืขืงื˜ื™ื•ื• ืคื•ืŸ ืงืึทื’ื’ืœืข ื”ืืจืŸ ืคื•ืŸ 7 ืžืขื ื˜ืฉืŸ, ืžื™ืจ ืžืกื›ื™ื ืึทื– ืžื™ืจ ื•ื•ืขืœืŸ ื•ื•ืึทืจืคืŸ ืื™ื™ึทื–ืŸ. ืžื™ืจ ื˜ืจื™ื™ื ื“ 480 ื ืขื˜ื•ื•ืึธืจืงืก ืื™ืŸ ื“ื™ 'ืคื™ื˜_ืคึผืจืขื“ื™ืงื˜' ืžืึธื“ืข ืื•ืŸ ื’ืขืžืื›ื˜ ืึท ื“ืจื™ื™-ืกื˜ืึธืจื™ ืึทื ืกืึทืžื‘ืึทืœ ืคื•ืŸ ื–ื™ื™. ืžื™ ืจ ื”ืื‘ ืŸ ื’ืขืขื ื“ื™ืง ื˜ ื–ื™ื‘ืข ื˜ . ื‘ืœืึธื’ ืคึผืึธืกื˜ืŸ ื“ื™ืกืงืจื™ื™ื‘ื™ื ื’ ื“ื™ ืœื™ื™ื–ื•ื ื’ ืคื•ืŸ Arthur Kuzin. ืื’ื‘, ื“ื–ืฉืขืจืขืžื™ ื”ืื•ื•ืืจื“, ื•ื•ืขืœื›ืขืจ ืื™ื– ื‘ืจื™ื™ื˜ ื‘ืืงืื ื˜ ืืœืก ื“ืขืจ ื‘ืืฉืขืคืขืจ Fast.AI ืคืึทืจื˜ื™ืง 23.

ื ืึธืš ื“ืขื ืกื•ืฃ ืคื•ืŸ ื“ื™ ืคืึทืจืžืขืกื˜, ื“ื•ืจืš ืึท ืคืจื™ื™ึทื ื“ ื•ื•ืึธืก ื’ืขืืจื‘ืขื˜ ืื™ืŸ AdRoll, ืื™ืš ืึธืจื’ืึทื ื™ื–ื™ืจื˜ ืึท Meetup ืื•ื™ืฃ ื–ื™ื™ืขืจ ืœืึธืงืึทืœ. ืคืืจืฉื˜ื™ื™ืขืจืก ืคื•ืŸ ืคึผืœืึทื ืขื˜ ืœืึทื‘ืก ื’ืขืจืขื“ื˜ ื“ืึธืจื˜ ื•ื•ืขื’ืŸ ื•ื•ื™ ื“ื™ ืึธืจื’ืึทื ื™ื–ืึทืฆื™ืข ืคื•ืŸ โ€‹โ€‹ื“ื™ ืคืึทืจืžืขืกื˜ ืื•ืŸ ื“ืึทื˜ืŸ ืžืึทืจืงื™ื ื’ ื’ืขืงื•ืงื˜ ื•ื•ื™ ืคื•ืŸ ื–ื™ื™ืขืจ ื˜ื™ื™ืœ. ื•ื•ืขื ื“ื™ ืงื•ื•ืึทืŸ, ื•ื•ืึธืก ืึทืจื‘ืขื˜ ืื™ืŸ Kaggle ืื•ืŸ ืึธื•ื•ื•ืขืจืกื™ื™ื–ื“ ื“ื™ ืคืึทืจืžืขืกื˜, ื’ืขืจืขื“ื˜ ื•ื•ืขื’ืŸ ื•ื•ื™ ื–ื™ ื’ืขื–ืขืŸ ืขืก. ืื™ืš ื“ื™ืกืงืจื™ื™ื‘ื“ ืื•ื ื“ื–ืขืจ ืœื™ื™ื–ื•ื ื’, ื˜ืจื™ืงืก, ื˜ืขืงื ื™ืงืก ืื•ืŸ ื˜ืขื›ื ื™ืฉ ื“ืขื˜ืึทื™ืœืก. ืฆื•ื•ื™ื™-ื˜ืขืจื“ื– ืคื•ืŸ ื“ื™ ื•ื™ืœืขื ืกืึทืœื•ื•ื“ ื“ืขื ืคึผืจืึธื‘ืœืขื, ืึทื–ื•ื™ ื“ื™ ืคืจืื’ืขืก ื–ืขื ืขืŸ ื’ืขืฉื˜ืขืœื˜ ืฆื• ื“ื™ ืคื•ื ื˜ ืื•ืŸ ืื™ืŸ ืึทืœื’ืขืžื™ื™ืŸ ืึทืœืฅ ืื™ื– ื’ืขื•ื•ืขืŸ ืงื™ืœ. ื“ื–ืฉืขืจืขืžื™ ื”ืึธื•ื•ืึทืจื“ ืื™ื– ืื•ื™ืš ื“ืึธืจื˜. ืขืก ื”ืึธื˜ ื–ื™ืš ืึทืจื•ื™ืกื’ืขื•ื•ื™ื–ืŸ, ืึทื– ืขืจ ื”ืึธื˜ ื’ืขืขื ื“ื™ืงื˜ ืื•ื™ืคึฟืŸ 23ืกื˜ืŸ ืึธืจื˜, ื•ื•ืฒึทืœ ืขืจ ื”ืึธื˜ ื ื™ืฉื˜ ื’ืขื•ื•ื•ึผืกื˜ ื•ื•ื™ ืฆื• ืึธื ืœื™ื™ื’ืŸ ื“ืขื ืžืึธื“ืขืœ ืื•ืŸ ืึทื– ืขืจ ื”ืึธื˜ ื‘ื›ืœืœ ื ื™ืฉื˜ ื’ืขื•ื•ื•ึผืกื˜ ื•ื•ืขื’ืŸ ื“ืขื ืื•ืคึฟืŸ ืคึฟื•ืŸ ื‘ื•ื™ืขืŸ ืึทื ืกืึทืžื‘ืœืŸ.

ืžืขืขื˜ืึทืคึผืก ืื™ืŸ ื“ื™ ื˜ืึธืœ ืื•ื™ืฃ ืžืึทืฉื™ืŸ ืœืขืจื ืขืŸ ื–ืขื ืขืŸ ื–ื™ื™ืขืจ ืึทื ื“ืขืจืฉ ืคื•ืŸ ืžื™ื˜ืึทืคึผืก ืื™ืŸ ืžืึธืกืงื•ื•ืข. ื•ื•ื™ ืึท ื”ืขืจืฉืŸ, ืžื™ื˜ืึทืคึผืก ืื™ืŸ ื“ื™ ื˜ืึธืœ ื–ืขื ืขืŸ ื“ื™ ื“ื ืึธ. ืื‘ืข ืจ ืื•ื ื“ื–ืข ืจ ืื™ ื– ื’ืขืฐืข ืŸ ื’ื•ื˜ . ืฆื•ื ื‘ืึทื“ื•ื™ืขืจืŸ, ื“ืขืจ ื›ืึทื•ื•ืขืจ ื•ื•ืึธืก ืื™ื– ื’ืขื•ื•ืขืŸ ื’ืขืžื™ื™ื ื˜ ืฆื• ื“ืจื™ืงืŸ ื“ืขื ืงื ืขืคึผืœ ืื•ืŸ ืจืขืงืึธืจื“ื™ืจืŸ ืึทืœืฅ ื”ืื˜ ื ื™ืฉื˜ ื“ืจื™ืงืŸ ื“ืขื ืงื ืขืคึผืœ :)

ื ืึธืš ื“ืขื, ืื™ืš ืื™ื– ื’ืขื•ื•ืขืŸ ืคืืจื‘ืขื˜ืŸ ืฆื• ืจืขื“ืŸ ืฆื• ื“ื™ ืฉื˜ืขืœืข ืคื•ืŸ โ€‹โ€‹โ€‹โ€‹ื“ื™ืคึผ ืœืขืจื ืขืŸ ื™ื ื–ืฉืขื ื™ืจ ืื™ืŸ ื“ืขืจ ื–ืขืœื‘ื™ืงืขืจ ืคึผืœืึทื ืขื˜ ืœืึทื‘ืก, ืื•ืŸ ื’ืœื™ื™ืš ืื•ื™ืฃ ืคึผืœืึทืฅ. ืื™ืš ื‘ื™ืŸ ื ื™ืฉื˜ ื“ื•ืจื›ื’ืขื’ืื ื’ืขืŸ ืขืก. ื“ื™ ื•ื•ืขืจื“ื™ื ื’ ืคื•ืŸ ื“ื™ ืึธืคึผื–ืึธื’ ืื™ื– ืึทื– ืขืก ืื™ื– ื ื™ืฉื˜ ื’ืขื ื•ื’ ื•ื•ื™ืกืŸ ืื™ืŸ Deep Learning.

ืื™ืš ื“ื™ื–ื™ื™ื ื“ ื™ืขื“ืขืจ ืคืึทืจืžืขืกื˜ ื•ื•ื™ ืึท ืคึผืจื•ื™ืขืงื˜ ืื™ืŸ ืœื™ื ืงืขื“ื™ืŸ. ืคึฟืึทืจ ื“ื™ DSTL ืคึผืจืึธื‘ืœืขื ืžื™ืจ ื’ืขืฉืจื™ื‘ืŸ ืคืึทืจ-ื“ืจื•ืง ืื•ืŸ ืึทืจื™ื™ึทื ื’ืขืฉื™ืงื˜ ืื•ื™ืฃ ืึทืจืงืกื™ื•ื•. ื ื™ืฉื˜ ืงืฒืŸ ืืจื˜ื™ืงืœ, ื ืืจ ื“ืืš ื‘ืจื•ื™ื˜. ืื™ืš ืื•ื™ืš ืจืขืงืึธืžืขื ื“ื™ืจืŸ ืฆื• ืึทืœืขืžืขืŸ ืึทื ื“ืขืจืฉ ืฆื• ื™ื ืคืœื™ื™ื˜ ื–ื™ื™ืขืจ ืœื™ื ืงืขื“ื™ืŸ ืคึผืจืึธืคื™ืœ ื“ื•ืจืš ืงืึทืžืคึผืึทื˜ื™ืฉืึทื ื–, ืึทืจื˜ื™ืงืœืขืŸ, ืกืงื™ืœื–, ืื•ืŸ ืึทื–ื•ื™ ืื•ื™ืฃ. ืขืก ืื™ื– ืึท positive ืงืึธืจืึทืœื™ื™ืฉืึทืŸ ืฆื•ื•ื™ืฉืŸ ื•ื•ื™ ืคื™ืœืข ื˜ืขืจืžื™ื ืขืŸ ืื™ืจ ื”ืึธื‘ืŸ ืื™ืŸ ื“ื™ื™ืŸ ืœื™ื ืงืขื“ื™ืŸ ืคึผืจืึธืคื™ืœ ืื•ืŸ ื•ื•ื™ ืึธืคื˜ ืžืขื ื˜ืฉืŸ ืึธื ื–ืึธื’ ืื™ืจ.

ืื•ื™ื‘ ืื™ืŸ ื•ื•ื™ื ื˜ืขืจ ืื•ืŸ ืคืจื™ืœื™ื ื’ ืื™ืš ืื™ื– ื’ืขื•ื•ืขืŸ ื–ื™ื™ืขืจ ื˜ืขื›ื ื™ืฉ, ื“ืขืžืึธืœื˜ ืื™ืŸ ืื•ื™ื’ื•ืกื˜ ืื™ืš ื’ืขื”ืื˜ ื‘ื™ื™ื“ืข ื•ื•ื™ืกืŸ ืื•ืŸ ื–ื™ืš-ื‘ื˜ื—ื•ืŸ.

ืื™ืŸ ื“ื™ ืกื•ืฃ ืคื•ืŸ ื™ื•ืœื™, ืึท ื‘ืึธื›ืขืจ ื•ื•ืึธืก ื’ืขืืจื‘ืขื˜ ื•ื•ื™ ืึท ื“ืึทื˜ืึท ื•ื•ื™ืกื ืฉืึทืคึฟื˜ ืคืึทืจื•ื•ืึทืœื˜ืขืจ ืื™ืŸ Lyft ืงืึธื ื˜ืึทืงื˜ ืžื™ืจ ืื•ื™ืฃ ืœื™ื ืงืขื“ื™ืŸ ืื•ืŸ ืคืืจื‘ืขื˜ืŸ ืžื™ืจ ืฆื• ื”ืึธื‘ืŸ ืงืึทื•ื•ืข ืื•ืŸ ืฉืžื•ืขืกืŸ ื•ื•ืขื’ืŸ ืœืขื‘ืŸ, ื•ื•ืขื’ืŸ Lyft, ื•ื•ืขื’ืŸ TrueAccord. ืžื™ืจ ื”ืื‘ืŸ ื’ืขืจืขื“ื˜. ืขืจ ื’ืขืคึฟื™ื ื˜ ืฆื• ืื™ื ื˜ืขืจื•ื•ื™ื• ืžื™ื˜ ื–ื™ื™ืŸ ืžืึทื ืฉืึทืคึฟื˜ ืคึฟืึทืจ ื“ื™ ืฉื˜ืขืœืข ืคื•ืŸ โ€‹โ€‹ื“ืึทื˜ืึท ืกืกื™ืขื ื˜ื™ืกื˜. ืื™ืš ื’ืขื–ืื’ื˜ ืึทื– ื“ื™ ืึธืคึผืฆื™ืข ืื™ื– ืืจื‘ืขื˜ืŸ, ืฆื•ื’ืขืฉื˜ืขืœื˜ ืึทื– ืขืก ืื™ื– ืงืึธืžืคึผื™ื•ื˜ืขืจ ื–ืขืื•ื ื’ / ื˜ื™ืฃ ืœืขืจื ืขืŸ ืคื•ืŸ ืžืึธืจื’ืŸ ืฆื• ืึธื•ื•ื ื˜. ืข ืจ ื”ื ื˜ ืคืืจื–ื™ื›ืขืจื˜ , ื ื– ืข ื ื–ืฒื ืข ืŸ ื ื™ืฉ ื˜ ื’ืขืฐืข ืŸ ืงืฒ ืŸ ื”ืชื ื’ื“ื•ืช .

ืื™ืš ื’ืขืฉื™ืงื˜ ืžื™ื™ืŸ ื ืขืžืขื  ื–ื™ื› ื•ื•ื™ื“ืขืจ ืื•ืŸ ืขืจ ื•ืคึผืœืึธืึทื“ืขื“ ืขืก ืฆื• Lyft ืก ื™ื ืขืจืœืขืš ื˜ื•ื™ืขืจ. ื ืึธืš ื“ืขื, ื“ืขืจ ืจืขืงืจื•ื˜ืขืจ ื’ืขืจื•ืคืŸ ืžื™ืจ ืฆื• ืขืคืขื ืขืŸ ืžื™ื™ืŸ ื ืขืžืขื  ื–ื™ื› ื•ื•ื™ื“ืขืจ ืื•ืŸ ื’ืขืคึฟื™ื ืขืŸ ืžืขืจ ื•ื•ืขื’ืŸ ืžื™ืจ. ืคึฟื•ืŸ ื“ื™ ืขืจืฉื˜ืข ื•ื•ืขืจื˜ืขืจ ืื™ื– ืงืœืึธืจ ื’ืขื•ื•ืขืŸ, ืึทื– ืคึฟืึทืจ ืื™ื ืื™ื– ื“ืึธืก ืึท ืคึฟืึธืจืžืึทืœื™ื˜ืขื˜, ื•ื•ืฒึทืœ ืคึฟื•ืŸ ื–ืฒึทืŸ ืจืขื–ืึทืžืขืŸ ื”ืึธื˜ ื–ื™ืš ืื™ื ืงืœืึธืจ ื’ืขื˜ืึธืŸ, ืึทื– "ืื™ืš ื‘ื™ืŸ ื ื™ืฉื˜ ืงื™ื™ืŸ ืžืึทื˜ืขืจื™ืึทืœ ืคึฟืึทืจ ืœื™ืคื˜". ืื™ืš ื˜ืจืขืคืŸ ื ืึธืš ืึทื– ืžื™ื™ืŸ ื ืขืžืขื  ื–ื™ื› ื•ื•ื™ื“ืขืจ ื’ืขื’ืื ื’ืขืŸ ืื™ืŸ ื“ื™ ืึธืคึผืคืึทืœ ื‘ื™ืŸ.

ื“ื™ ื’ืื ืฆืข ืฆื™ื™ื˜ ื•ื•ืขืŸ ืื™ืš ื‘ื™ืŸ ืื™ื ื˜ืขืจื•ื•ื™ื•ื™ืจื˜ ื’ืขื•ื•ืืจืŸ, ื”ืื‘ ืื™ืš ื“ื™ืกืงื•ื˜ื™ืจื˜ ืžื™ื™ื ืข ื“ื•ืจื›ืคืืœืŸ ืื•ืŸ ื ืคื™ืœื•ืช ืื™ืŸ ODS ืื•ืŸ ื“ื™ ื‘ื—ื•ืจื™ื ื”ืื‘ืŸ ืžื™ืจ ื’ืขื’ืขื‘ืŸ ื ืชื’ื•ื‘ื” ืื•ืŸ ืžื™ืจ ื’ืขื”ืืœืคืŸ ืื•ื™ืฃ ื™ืขื“ืข ืžืขื’ืœื™ื›ืข ื•ื•ืขื’ ืžื™ื˜ ืขืฆื•ืช, ื›ืื˜ืฉ ื•ื•ื™ ื’ืขื•ื•ื™ื™ื ืœื™ืš ืื™ื– ื“ืืจื˜ ืื•ื™ืš ื’ืขื•ื•ืขืŸ ืืกืืš ืคืจื™ื™ื ื“ืœื™ื›ืข ื˜ืจืืœืŸ.

ืื™ื™ื ืขืจ ืคื•ืŸ ื“ื™ ODS ืžื™ื˜ื’ืœื™ื“ืขืจ ื’ืขืคึฟื™ื ื˜ ืฆื• ืคืึทืจื‘ื™ื ื“ืŸ ืžื™ืจ ืžื™ื˜ ื–ื™ื™ืŸ ืคืจื™ื™ึทื ื“, ื•ื•ืึธืก ืื™ื– ื“ืขืจ ื“ื™ืจืขืงื˜ืึธืจ ืคื•ืŸ ืื™ื ื–ืฉืขื ื™ืจื™ืข ืื™ืŸ Lyft. ื ื™ื˜ ื’ื™ื›ืขืจ ื’ืขื–ืื’ื˜ ื•ื•ื™ ื’ืขืฉืขืŸ. ืื™ืš ืงื•ืžืขืŸ ืฆื• Lyft ืคึฟืึทืจ ืœืึธื ื˜ืฉ, ืื•ืŸ ืึทื—ื•ืฅ ื“ืขื ืคืจื™ื™ึทื ื“ ืขืก ืื™ื– ืื•ื™ืš ืึท ื”ื•ื™ืคึผื˜ ืคื•ืŸ ื“ืึทื˜ืึท ื•ื•ื™ืกื ืฉืึทืคึฟื˜ ืื•ืŸ ืึท ืคึผืจืึธื“ื•ืงื˜ ืคืึทืจื•ื•ืึทืœื˜ืขืจ ื•ื•ืึธืก ืื™ื– ืึท ื’ืจื•ื™ืก ืคืึธื›ืขืจ ืคื•ืŸ ื“ื™ืคึผ ืœืขืจื ืขืŸ. ื‘ื™ื™ ืžื™ื˜ืื’ ื”ืื‘ืŸ ืžื™ืจ ื–ื™ืš ื’ืขืฉืžื•ืขืกื˜ ืื™ื‘ืขืจ DL. ืื•ืŸ ื–ื™ื ื˜ ืื™ืš ื˜ืจืขื ื™ืจื˜ ื ืขื˜ื•ื•ืึธืจืงืก 24/7 ืคึฟืึทืจ ืึท ื”ืึทืœื‘ ื™ืึธืจ, ืœื™ื™ืขื ืขืŸ ืงื•ื‘ื™ืง ืžืขื˜ืขืจ ืœื™ื˜ืขืจืึทื˜ื•ืจ, ืื•ืŸ ืœื•ื™ืคืŸ ื˜ืึทืกืงืก ืื•ื™ืฃ ืงืึทื’ื’ืœืข ืžื™ื˜ ืžืขืจ ืึธื“ืขืจ ื•ื•ื™ื™ื ื™ืงืขืจ ืงืœืึธืจ ืจืขื–ื•ืœื˜ืึทื˜ืŸ, ืื™ืš ืงืขืŸ ืจืขื“ืŸ ื•ื•ืขื’ืŸ Deep Learning ืคึฟืึทืจ ืฉืขื”, ืกื™ื™ ืื™ืŸ ื˜ืขืจืžื™ื ืขืŸ ืคื•ืŸ ื ื™ื™ึทืข ืึทืจื˜ื™ืงืœืขืŸ ืื•ืŸ ืคึผืจืึทืงื˜ื™ืฉ ื˜ืขืงื ื™ืงืก.

ื ืึธืš ืžื™ื˜ืึธื’ ื–ื™ื™ ื’ืขืงื•ืงื˜ ืื•ื™ืฃ ืžื™ืจ ืื•ืŸ ื’ืขื–ืื’ื˜ - ืขืก ืื™ื– ืžื™ื“ ืงืœืึธืจ ื•ื•ื™ ื“ืขืจ ื˜ืึธื’ ืึทื– ืื™ืจ ื–ืขื ื˜ ืฉื™ื™ืŸ, ืื™ืจ ื•ื•ื™ืœืŸ ืฆื• ืจืขื“ืŸ ืฆื• ืื•ื ื“ื–? ื“ืขืจืฆื•, ื–ื™ื™ ืฆื•ื’ืขื’ืขื‘ืŸ ืึทื– ืขืก ืื™ื– ืงืœืึธืจ ืคึฟืึทืจ ืžื™ืจ ืึทื– ืขืก ืงืขื ืขืŸ ื–ื™ื™ืŸ ืกืงื™ืคึผื˜ ืžื™ื˜ ืึท ื”ื™ื™ื + ื˜ืขืง ืคืึทืจืฉื˜ืขืœืŸ. ืื•ืŸ ืึทื– ืื™ืš ื•ื•ืขืœ ื–ื™ื™ืŸ ืคืืจื‘ืขื˜ืŸ ืžื™ื“ ืฆื• ืึท ืคึผืœืึทืฅ. ืื™ืš ื”ืื‘ ืžืกื›ื™ื ื’ืขื•ื•ืขืŸ.

ื ืึธืš ื“ืขื, ื“ืขืจ ืจืขืงืจื•ื˜ืขืจ ื’ืขืจื•ืคืŸ ืžื™ืจ ืฆื• ืคึผืœืึทืŸ ืึทืŸ ืื™ื ื˜ืขืจื•ื•ื™ื• ืื•ื™ืฃ ืคึผืœืึทืฅ, ืื•ืŸ ืขืจ ืื™ื– ื’ืขื•ื•ืขืŸ ื“ื™ืกืึทื˜ืึทืกืคื™ื™ื“. ืขืจ ื”ืื˜ ืขืคืขื ื’ืขืžื•ืจืžืœื˜ ืฐืขื’ืŸ ื ื™ืฉื˜ ืฉืคืจื™ื ื’ืŸ ืื™ื‘ืขืจ ื“ืขื ืงืืค.

ื’ืขืงื•ืžืขืŸ. ืึทื ืกื™ื™ื˜ ืื™ื ื˜ืขืจื•ื•ื™ื•. ืคื™ื ืฃ ืฉืขื” ืคื•ืŸ ืงืึธืžื•ื ื™ืงืึทืฆื™ืข ืžื™ื˜ ืคืึทืจืฉื™ื“ืขื ืข ืžืขื ื˜ืฉืŸ. ืขืก ืื™ื– ื’ืขื•ื•ืขืŸ ื ื™ื˜ ืึท ืื™ื™ืŸ ืงืฉื™ื ื•ื•ืขื’ืŸ Deep Learning, ืึธื“ืขืจ ื•ื•ืขื’ืŸ ืžืึทืฉื™ืŸ ืœืขืจื ืขืŸ ืื™ืŸ ืคึผืจื™ื ืฆื™ืคึผ. ื–ื™ื ื˜ ืขืก ืื™ื– ืงื™ื™ืŸ ื˜ื™ืฃ ืœืขืจื ืขืŸ / ืงืึธืžืคึผื™ื•ื˜ืขืจ ื–ืขืื•ื ื’, ืื™ืš ื‘ื™ืŸ ื ื™ืฉื˜ ืื™ื ื˜ืขืจืขืกื™ืจื˜. ืื–ื•ื™, ื“ื™ ืื™ื ื˜ืขืจื•ื•ื™ื• ืจืขื–ื•ืœื˜ืึทื˜ืŸ ื–ืขื ืขืŸ ืึธืจื˜ืึธื’ืึธื ืึทืœ.

ื“ืขืจ ืจืขืงืจื•ื˜ืขืจ ืจื•ืคื˜ ืื•ืŸ ื–ืื’ื˜ - ืžืึทื–ืœ - ื˜ืึธื•ื•, ืื™ืจ ื”ืึธื˜ ื“ื•ืจื›ื’ืขืงืึธื›ื˜ ื“ื™ ืจื’ืข ืื™ื ื˜ืขืจื•ื•ื™ื• ืื•ื™ืฃ ืคึผืœืึทืฅ. ื“ืึธืก ืื™ื– ืึทืœืข ื—ื™ื“ื•ืฉ. ื•ื•ืึธืก ืื™ื– ื“ืขืจ ืฆื•ื•ื™ื™ื˜ืขืจ ืคึผืœืึทืฅ? ืื™ืš ื”ืื‘ ื ืืš ืงื™ื™ื ืžืืœ ื ื™ืฉื˜ ื’ืขื”ืขืจื˜ ืคื•ืŸ ืื–ื ื–ืืš. ืื™ืš ื’ืขื’ืื ื’ืขืŸ. ืขืก ื–ืขื ืขืŸ ืึท ืคึผืึธืจ ืคื•ืŸ ืฉืขื” ื“ืึธืจื˜, ื“ืึธืก ืžืึธืœ ืึทืœืข ื•ื•ืขื’ืŸ ื˜ืจืื“ื™ืฆื™ืื ืขืœืŸ ืžืึทืฉื™ืŸ ืœืขืจื ืขืŸ. ื“ืืก ืื™ื– ื‘ืขืกืขืจ. ืื‘ืขืจ ื ืึธืš ื ื™ืฉื˜ ื˜ืฉื™ืงืึทื•ื•ืข.

ื“ืขืจ ืจืขืงืจื•ื˜ืขืจ ืจื•ืคื˜ ืžื™ื˜ ืžื–ืœ ื˜ื•ื‘ ืื– ืื™ืš ื”ืื‘ ื“ื•ืจื›ื’ืขื’ืื ื’ืขืŸ ื“ืขื ื“ืจื™ื˜ืŸ ืื™ื ื˜ืขืจื•ื•ื™ื• ืื•ื™ืฃ ื“ืขืจ ืกื™ื™ื˜ ืื•ืŸ ื ื“ืจ ืื– ื“ืืก ื•ื•ืขื˜ ื–ื™ื™ืŸ ื“ื™ ืœืขืฆื˜ืข. ืื™ืš ื’ืขื’ืื ื’ืขืŸ ืฆื• ื–ืขืŸ ืขืก ืื•ืŸ ืขืก ืื™ื– ื’ืขื•ื•ืขืŸ ื‘ื™ื™ื“ืข ืึท DL ืื•ืŸ ืึท CV.

ืื™ืš ื”ืึธื‘ ื’ืขื”ืื˜ ืึท ืคืจื™ืขืจื“ื™ืงืŸ ืคึฟืึทืจ ืคื™ืœืข ื—ื“ืฉื™ื ื•ื•ืึธืก ื”ืึธื˜ ืžื™ืจ ื’ืขื–ืึธื’ื˜ ืึทื– ืขืก ื•ื•ืึธืœื˜ ื–ื™ื™ืŸ ืงื™ื™ืŸ ืคืึธืจืฉืœืึธื’. ืื™ืš ื•ื•ืขืœ ื‘ืึทืŸ ื ื™ืฉื˜ ืื•ื™ืฃ ื˜ืขื›ื ื™ืฉ ืกืงื™ืœื–, ืึธื‘ืขืจ ืื•ื™ืฃ ื•ื•ื™ื™ืš ืึธื ืขืก. ื ื™ืฉื˜ ืื•ื™ืฃ ื“ืขืจ ื•ื•ื™ื™ื›ืขืจ ื–ื™ื™ื˜, ื ืืจ ืื•ื™ืคืŸ ืคืืงื˜ ืื– ื“ื™ ืคืื–ื™ืฆื™ืข ื•ื•ืขื˜ ื•ื•ืขืจืŸ ืคืืจืžืื›ื˜ ืื“ืขืจ ืื– ื“ื™ ืคื™ืจืžืข ืฉื˜ืขืœื˜ ื–ื™ืš ื ืืš ื ื™ืฉื˜ ืฆื•, ื ืืจ ืคืจืื‘ื™ืจื˜ ืคืฉื•ื˜ ื“ืขื ืžืืจืง ืื•ืŸ ื“ื™ ืฉื˜ืืคืœ ืคื•ืŸ ืงืื ื“ื™ื“ืื˜ืŸ.

ืžื™ื˜ืŸ ืื•ื™ื’ื•ืกื˜. ืื™ืš ื’ืขื˜ืจื•ื ืงืขืŸ ื‘ื™ืจ ืึธื•ืงื™ื™. ืคื™ื ืฆื˜ืขืจืข ืžื—ืฉื‘ื•ืช. 8 ื—ื“ืฉื™ื ื”ืึธื‘ืŸ ื“ื•ืจื›ื’ืขื’ืื ื’ืขืŸ ืื•ืŸ ื ืึธืš ืงื™ื™ืŸ ืคืึธืจืฉืœืึธื’. ืขืก ืื™ื– ื’ื•ื˜ ืฆื• ื–ื™ื™ืŸ ืฉืขืคืขืจื™ืฉ ืื•ื ื˜ืขืจ ื‘ื™ืจ, ืกืคึผืขืฆื™ืขืœ ืื•ื™ื‘ ื“ื™ ืฉืขืคึฟืขืจื™ืฉืงื™ื™ื˜ ืื™ื– ืžืึธื“ื ืข. ืึท ื’ืขื“ืึทื ืง ืงื•ืžื˜ ืฆื• ืžื™ืจ. ืื™ืš ื˜ื™ื™ืœืŸ ืขืก ืžื™ื˜ ืึทืœืขืงืกื™ื™ ืฉื•ื•ืขืฅ, ื•ื•ืึธืก ืื™ื– ื’ืขื•ื•ืขืŸ ืึท ืคึผืึธืกื˜ื“ืึธืง ืื™ืŸ MIT.

ื•ื•ืึธืก ืื•ื™ื‘ ืื™ืจ ื ืขืžืขืŸ ื“ื™ ื ื™ืจืึทืกื˜ DL / CV ื–ื™ืฆื•ื ื’, ื”ื™ื˜ืŸ ื“ื™ ืงืึทืžืคึผืึทื˜ื™ืฉืึทื ื– ื•ื•ืึธืก ื–ืขื ืขืŸ ื’ืขื”ืืœื˜ืŸ ื•ื•ื™ ืึท ื˜ื™ื™ืœ ืคื•ืŸ ืขืก, ื‘ืึทืŸ ืขืคึผืขืก ืื•ืŸ ืคืึธืจืœื™ื™ื’ืŸ? ื•ื•ื™ื‘ืืœื“ ืืœืข ืขืงืกืคืขืจื˜ืŸ ื“ืืจื˜ ื‘ื•ื™ืขืŸ ืื•ื™ืฃ ื“ืขื ื–ื™ื™ืขืจ ืงืืจื™ืขืจืข ืื•ืŸ ื˜ื•ืขืŸ ื“ืืก ืฉื•ื™ืŸ ืืกืืš ืžืื ืื˜ืŸ ืื“ืขืจ ืืคื™ืœื• ื™ืืจืŸ, ื”ืื‘ืŸ ืžื™ืจ ื ื™ืฉื˜ ืงื™ื™ืŸ ืฉืื ืก. ืื‘ืขืจ ืขืก ืื™ื– ื ื™ืฉื˜ ืกืงืขืจื™. ืžื™ืจ ืžืึทื›ืŸ ืขื˜ืœืขื›ืข ืžื™ื ื™ื ื’ืคืึทืœ ืกืึทื‘ืžื™ืฉืึทืŸ, ืคืœื™ืขืŸ ืฆื• ืœืขืฆื˜ ืึธืจื˜, ืื•ืŸ ื ืึธืš ื“ืขื ืžื™ืจ ืฉืจื™ื™ึทื‘ืŸ ืึท ืคืึทืจ - ื“ืจื•ืง ืึธื“ืขืจ ืึทืŸ ืึทืจื˜ื™ืงืœ ื•ื•ืขื’ืŸ ื•ื•ื™ ืžื™ืจ ื–ืขื ืขืŸ ื ื™ืฉื˜ ื•ื•ื™ ืึทืœืขืžืขืŸ ืึทื ื“ืขืจืฉ ืื•ืŸ ืจืขื“ืŸ ื•ื•ืขื’ืŸ ืื•ื ื“ื–ืขืจ ื‘ืึทืฉืœื•ืก. ืื•ืŸ ื“ืขืจ ืึทืจื˜ื™ืงืœ ืื™ื– ืฉื•ื™ืŸ ืื•ื™ืฃ ืœื™ื ืงืขื“ื™ืŸ ืื•ืŸ ืื™ืŸ ื“ื™ื™ืŸ ื ืขืžืขื  ื–ื™ื› ื•ื•ื™ื“ืขืจ.

ื“ืึธืก ืื™ื–, ืขืก ืžื™ื™ื ื˜ ืฆื• ื–ื™ื™ืŸ ื‘ืึทื˜ื™ื™ึทื˜ื™ืง ืื•ืŸ ืขืก ื–ืขื ืขืŸ ืžืขืจ ืจื™ื›ื˜ื™ืง ื˜ืขืจืžื™ื ืขืŸ ืื™ืŸ ื“ื™ ื ืขืžืขื  ื–ื™ื› ื•ื•ื™ื“ืขืจ, ื•ื•ืึธืก ื–ืึธืœ ืึท ื‘ื™ืกืœ ืคืึทืจื’ืจืขืกืขืจืŸ ื“ื™ ื’ื™ื›ืขืจ ืฆื• ื‘ืึทืงื•ืžืขืŸ ืฆื• ื“ื™ ื˜ืขืง ืคืึทืจืฉื˜ืขืœืŸ. ืงืึธื“ ืื•ืŸ ืกืึทื‘ืžื™ืฉืึทื ื– ืคื•ืŸ ืžื™ืจ, ื˜ืขืงืกื˜ืŸ ืคื•ืŸ ืึทืœืขืงืกื™ื™. ืฉืคึผื™ืœ, ืคื•ืŸ ืงื•ืจืก, ืึธื‘ืขืจ ื•ื•ืึธืก ื ื™ื˜?

ื ื™ื˜ ื’ื™ื›ืขืจ ื’ืขื–ืื’ื˜ ื•ื•ื™ ื’ืขืฉืขืŸ. ื“ื™ ื ื™ืจืึทืกื˜ ืงืึธื ืคึฟืขืจืขื ืฅ ื•ื•ืึธืก ืžื™ืจ ื”ืึธื‘ืŸ ื’ืขื’ื•ื’ืœื˜ ืื™ื– ื’ืขื•ื•ืขืŸ MICCAI ืื•ืŸ ืขืก ื–ืขื ืขืŸ ื’ืขื•ื•ืขืŸ ืงืึทืžืคึผืึทื˜ื™ืฉืึทื ื– ื“ืึธืจื˜. ืžื™ืจ ืฉืœืึธื’ืŸ ื“ื™ ืขืจืฉื˜ืขืจ. ืขืก ืื™ื– ื’ืขื•ื•ืขืŸ ื’ืึทืกื˜ืจืึธื•ื™ื ื˜ืขืกื˜ืึทื ืึทืœ ื‘ื™ืœื“ ืึทื ืึทืœื™ืกื™ืก (GIANA). ื“ื™ ืึทืจื‘ืขื˜ ื”ืื˜ 3 ืกืึทื‘ื˜ืึทืกืงืก. ืขืก ื–ืขื ืขืŸ ื’ืขื‘ืœื™ื‘ืŸ 8 ื˜ืขื’ ืื™ื™ื“ืขืจ ื“ื™ ื˜ืขืจืžื™ืŸ. ืื™ืš ื”ืึธื‘ ื–ื™ืš ืฆืขืžื™ืฉื˜ ืื™ืŸ ื“ืขืจ ืžืึธืจื’ืŸ, ืึธื‘ืขืจ ืื™ืš ื”ืึธื‘ ื ื™ืฉื˜ ืึธืคึผื’ืขื‘ืŸ ื“ืขื ื’ืขื“ืึทื ืง. ืื™ืš ื’ืขื ื•ืžืขืŸ ืžื™ื™ืŸ ืคึผื™ื™ืคึผืœื™ื™ื ื– ืคื•ืŸ Kaggle ืื•ืŸ ืกื•ื•ื™ื˜ืฉื˜ ื–ื™ื™ ืคื•ืŸ ืกืึทื˜ืขืœื™ื˜ ื“ืึทื˜ืŸ ืฆื• ืžืขื“ื™ืฆื™ื ื™ืฉ ื“ืึทื˜ืŸ. 'ืคื™ื˜_ืคืึธืจื•ื™ืกื–ืึธื’ืŸ'. ืึทืœืขืงืกื™ื™ ืฆื•ื’ืขื’ืจื™ื™ื˜ ืึท ืฆื•ื•ื™ื™-ื‘ืœืึทื˜ ื‘ืึทืฉืจื™ื™ึทื‘ื•ื ื’ ืคื•ืŸ ืกืึทืœื•ืฉืึทื ื– ืคึฟืึทืจ ื™ืขื“ืขืจ ืคึผืจืึธื‘ืœืขื, ืื•ืŸ ืžื™ืจ ื’ืขืฉื™ืงื˜ ืขืก. ื’ืจื™ื™ื˜. ืื™ืŸ ื˜ืขืึธืจื™ืข, ืื™ืจ ืงืขื ืขืŸ ื•ื™ืกืึธื˜ืขืžืขืŸ. ืึธื‘ืขืจ ืขืก ื”ืึธื˜ ื–ื™ืš ืึทืจื•ื™ืกื’ืขื•ื•ื™ื–ืŸ ืึทื– ืขืก ืื™ื– ื’ืขื•ื•ืขืŸ ืืŸ ืื ื“ืขืจ ืึทืจื‘ืขื˜ ืคึฟืึทืจ ื“ื™ ื–ืขืœื‘ืข ื•ื•ืึทืจืฉื˜ืึทื˜ (ืจืึธื•ื‘ืึทื˜ื™ืง ื™ื ืกื˜ืจื•ืžืขื ื˜ ืกืขื’ืžืขื ื˜ืึทื˜ื™ืึธืŸ) ืžื™ื˜ ื“ืจื™ื™ ืกื•ื‘ื˜ืึทืกืงืก ืื•ืŸ ืึทื– ืื™ืจ ื˜ืขืจืžื™ืŸ ืื™ื– ืืจื™ื‘ืขืจื’ืขืคืืจืŸ ืžื™ื˜ 4 ื˜ืขื’, ื“ืึธืก ืื™ื–, ืžื™ืจ ืงืขื ืขืŸ ื˜ืึธืŸ 'ืคื™ื˜_ืคึผืจืขื“ื™ืงื˜' ื“ืึธืจื˜ ืื•ืŸ ืฉื™ืงืŸ ืขืก. ืึทื– ืก ื•ื•ืึธืก ืžื™ืจ ื”ืื‘ืŸ.

ื ื™ื˜ ืขื ืœืขืš Kaggle, ื“ื™ ืงืึทืžืคึผืึทื˜ื™ืฉืึทื ื– ื”ืึธื‘ืŸ ื–ื™ื™ืขืจ ืื™ื™ื’ืขื ืข ืึทืงืึทื“ืขืžื™ืง ืกืคึผืขืกื™ืคื™ืงืก:

  1. ืงื™ื™ืŸ ืœืขืึทื“ืขืจื‘ืึธืึทืจื“. ืกืึทื‘ืžื™ืฉืึทื ื– ื–ืขื ืขืŸ ื’ืขืฉื™ืงื˜ ื“ื•ืจืš ื‘ืœื™ืฆืคึผืึธืกื˜.
  2. ืื™ืจ ื•ื•ืขื˜ ื–ื™ื™ืŸ ืึทื•ื•ืขืงื’ืขื ื•ืžืขืŸ ืื•ื™ื‘ ืึท ืžืึทื ืฉืึทืคึฟื˜ ืคืืจืฉื˜ื™ื™ืขืจ ื•ื•ืขื˜ ื ื™ืฉื˜ ืงื•ืžืขืŸ ืฆื• ืคืึธืจืฉื˜ืขืœืŸ ื“ื™ ืœื™ื™ื–ื•ื ื’ ืื•ื™ืฃ ื“ืขืจ ืงืึธื ืคึฟืขืจืขื ืฅ ืื™ืŸ ื“ื™ ื•ื•ืึธืจืงืฉืึธืคึผ.
  3. ื“ื™ื™ืŸ ืึธืจื˜ ืื•ื™ืฃ ื“ื™ ืœืขืึทื“ืขืจื‘ืึธืึทืจื“ ื•ื•ืขืจื˜ ื‘ืึทื•ื•ื•ืกื˜ ื‘ืœื•ื™ื– ื‘ืขืฉืึทืก ื“ื™ ื–ื™ืฆื•ื ื’. ื ืžื™ืŸ ืึทืงืึทื“ืขืžื™ืฉืข ื“ืจืึทืžืข.

ื“ื™ MICCAI 2017 ื–ื™ืฆื•ื ื’ ืื™ื– ื’ืขื”ืืœื˜ืŸ ืื™ืŸ ืงื•ื•ืขื‘ืขืง ืกื™ื˜ื™. ืฆื• ื–ื™ื™ืŸ ืขืจืœืขืš, ืื™ืŸ ืกืขืคื˜ืขืžื‘ืขืจ ืื™ืš ืื ื’ืขื”ื•ื™ื‘ืŸ ืฆื• ื‘ืจืขื ืขืŸ ืื•ื™ืก, ืึทื–ื•ื™ ื“ืขืจ ื’ืขื“ืึทื ืง ืคื•ืŸ ื ืขืžืขืŸ ืึท ื•ื•ืึธืš ืึทื•ื•ืขืง ืคื•ืŸ ืึทืจื‘ืขื˜ ืื•ืŸ ื›ืขื“ื™ื ื’ ืฆื• ืงืึทื ืึทื“ืข ื’ืขืงื•ืงื˜ ื˜ืฉื™ืงืึทื•ื•ืข.

ื’ืขืงื•ืžืขืŸ ืฆื• ื“ืขืจ ืงืึธื ืคึฟืขืจืขื ืฅ. ืื™ืš ื‘ื™ืŸ ื’ืขืงื•ืžืขืŸ ืฆื• ื“ืขื ื•ื•ืึทืจืฉื˜ืึทื˜, ืื™ืš ื˜ืึธืŸ ื ื™ื˜ ื•ื•ื™ืกืŸ ื•ื•ืขืจ ืขืก ื™ื–, ืื™ืš ื‘ื™ืŸ ื’ืขื–ืขืกืŸ ืื™ืŸ ื“ื™ ื•ื•ื™ื ืงืœ. ืึทืœืข ืงืขื ืขืŸ ื–ื™ืš, ืžืข ืงืึธืžืขื ื˜ื™ืจืŸ, ืžืข ื•ื•ืึทืจืคึฟื˜ ืึทืจื•ื™ืก ืงืœื•ื’ืข ืžืขื“ื™ืฆื™ื ื™ืฉืข ื•ื•ืขืจื˜ืขืจ. ืึธืคึผืฉืึทืฆื•ื ื’ ืคื•ืŸ ื“ืขืจ ืขืจืฉื˜ืขืจ ืคืึทืจืžืขืกื˜. ืคึผืึทืจื˜ื™ืกืึทืคึผืึทื ืฅ ืจืขื“ืŸ ืื•ืŸ ืจืขื“ืŸ ื•ื•ืขื’ืŸ ื–ื™ื™ืขืจ ื“ื™ืกื™ื–ืฉืึทื ื–. ื“ืึธืจื˜ ืื™ื– ืงื™ืœ, ืžื™ื˜ ืึท ืคื™ื ืงืœืขืŸ. ืžื™ื™ืŸ ืจื™ื™ืข. ืื•ืŸ ืื™ืš ื‘ื™ืŸ ืขืคืขืก ืืคื™ืœื• ื’ืขืฉืขืžื˜. ื–ื™ื™ ืกืึทืœื•ื•ื“ ื“ื™ ืคึผืจืึธื‘ืœืขื, ื’ืขืืจื‘ืขื˜ ืื•ื™ืฃ ืื™ื, ืึทื•ื•ืึทื ืกื™ืจื˜ืข ื•ื•ื™ืกื ืฉืึทืคึฟื˜, ืื•ืŸ ืžื™ืจ ื–ืขื ืขืŸ ืจื™ื™ืŸ "ืคื™ื˜_ืคืึธืจื•ื™ืกื–ืึธื’ืŸ" ืคื•ืŸ ืคืึทืจื’ืึทื ื’ืขื ื”ื™ื™ื˜ ื“ื™ื•ื•ืขืœืึทืคึผืžืึทื ืฅ, ื ื™ืฉื˜ ืคึฟืึทืจ ื•ื•ื™ืกื ืฉืึทืคึฟื˜, ืึธื‘ืขืจ ืฆื• ื‘ื•ืกื˜ ืื•ื ื“ื–ืขืจ ื ืขืžืขื  ื–ื™ื› ื•ื•ื™ื“ืขืจ.

ืขืจ ืื™ื– ืืจื•ื™ืกื’ืขืงื•ืžืขืŸ ืื•ืŸ ื’ืขื–ืื’ื˜ ืื– ืื™ืš ื‘ื™ืŸ ืื•ื™ืš ื ื™ืฉื˜ ืงื™ื™ืŸ ืžื•ืžื—ื” ืื™ืŸ ืžืขื“ื™ืฆื™ืŸ, ื”ืื˜ ื–ื™ืš ืื ื˜ืฉื•ืœื“ื™ื’ื˜ ืคืืจ'ืŸ ืคืืจื‘ืจืขื ืขืŸ ื–ื™ื™ืขืจ ืฆื™ื™ื˜, ืื•ืŸ ืžื™ืจ ื’ืขื•ื•ื™ื–ืŸ ืื™ื™ืŸ ื’ืœื™ื˜ืฉ ืžื™ื˜ ื“ืขืจ ืœื™ื™ื–ื•ื ื’. ืื™ืš ื‘ื™ืŸ ืืจืืค ืื™ืŸ ื–ืืœ.

ื–ื™ื™ ืžืขืœื“ืŸ ื“ื™ ืขืจืฉื˜ืขืจ ืกื•ื‘ื˜ืึทืกืง - ืžื™ืจ ื–ืขื ืขืŸ ืขืจืฉื˜ืขืจ, ืื•ืŸ ื“ื•ืจืš ืึท ื’ืจืขื ืขืฅ.
ื“ื™ ืจื’ืข ืื•ืŸ ื“ืจื™ื˜ ืึธื ืขืก ื–ืขื ืขืŸ ืžื•ื“ื™ืข.
ื–ื™ื™ ืžืขืœื“ืŸ ื“ื™ ื“ืจื™ื˜ - ื•ื•ื™ื“ืขืจ ืขืจืฉื˜ืขืจ ืื•ืŸ ื•ื•ื™ื“ืขืจ ืžื™ื˜ ืึท ืคื™ืจืŸ.
ืึทืœื’ืขืžื™ื™ื ืข ืื™ื– ื“ืขืจ ืขืจืฉื˜ืขืจ.

ืคื•ืŸ ืคื™ืกื™ืกื™ืกืฅ ืฆื• ื“ืึทื˜ืึท ื•ื•ื™ืกื ืฉืึทืคึฟื˜ (ืคื•ืŸ ืขื ื“ื–ืฉืึทื ื– ืคื•ืŸ ื•ื•ื™ืกื ืฉืึทืคึฟื˜ ืฆื• ืึธืคื™ืก ืคึผืœืึทื ืงื˜ืึธืŸ). ื“ืขืจ ื“ืจื™ื˜ืขืจ ื˜ื™ื™ืœ

ื‘ืึทืึทืžื˜ืขืจ ื“ืจื•ืง ืžืขืœื“ื•ื ื’.

ืขื˜ืœืขื›ืข ืื™ืŸ ื“ื™ ื•ื™ืœืขื ืฉืžื™ื™ื›ืœืขืŸ ืื•ืŸ ืงื•ืงืŸ ืื•ื™ืฃ ืžื™ืจ ืžื™ื˜ ืจืขืกืคึผืขืงื˜. ืื ื“ืขืจืข, ื“ื™, ื•ื•ืืก ื–ืขื ืขืŸ, ืืคื ื™ื, ืคืืจืจืขื›ื ื˜ ื’ืขื•ื•ืืจืŸ ืคืืจ ืขืงืกืคืขืจื˜ืŸ ืื•ื™ืคืŸ ื’ืขื‘ื™ื˜, ื”ืื‘ืŸ ื’ืขื•ื•ืื•ื ืขืŸ ืคืืจ ื“ืขืจ ื“ืื–ื™ืงืขืจ ืื•ื™ืคื’ืื‘ืข ืื•ืŸ ื”ืื‘ืŸ ื“ืืก ื’ืขื˜ื•ืŸ ืฉื•ื™ืŸ ืœืื ื’ืข ื™ืืจืŸ, ื”ืื‘ืŸ ื’ืขื”ืื˜ ื ื‘ื™ืกืœ ืคืืจืงืจื™ืžื˜ืŸ ืื•ื™ืกื“ืจื•ืง ืื•ื™ืฃ ื“ื™ ืคื ื™ืžืขืจ.

ื•ื•ื™ื™ึทื˜ืขืจ ืื™ื– ื“ื™ ืฆื•ื•ื™ื™ื˜ืข ืึทืจื‘ืขื˜, ื“ื™ ืžื™ื˜ ื“ืจื™ื™ ืกื•ื‘ื˜ืึทืกืงืก ืื•ืŸ ื•ื•ืึธืก ืื™ื– ืืจื™ื‘ืขืจื’ืขืคืืจืŸ ืžื™ื˜ ืคื™ืจ ื˜ืขื’.

ื“ืึธ ื”ืึธื‘ ืื™ืš ื–ื™ืš ืื•ื™ืš ืึทื ื˜ืฉื•ืœื“ื™ืงื˜ ืื•ืŸ ื•ื•ื™ื“ืขืจ ื’ืขื•ื•ื™ื–ืŸ ืื•ื ื“ื–ืขืจ ืื™ื™ืŸ ืจื•ืง.
ื“ื™ ื–ืขืœื‘ืข ื’ืขืฉื™ื›ื˜ืข. ืฆื•ื•ื™ื™ ืขืจืฉื˜ืขืจ, ืื™ื™ืŸ ืจื’ืข, ืคึผืจืึธืกื˜ ืขืจืฉื˜ืขืจ.

ืื™ืš ื˜ืจืึทื›ื˜ืŸ ื“ืึธืก ืื™ื– ืžื™ืกื˜ืึธืžืข ื“ืขืจ ืขืจืฉื˜ืขืจ ืžืึธืœ ืื™ืŸ ื’ืขืฉื™ื›ื˜ืข ืึทื– ืึท ื–ืึทืžืœื•ื ื’ ืึทื’ืขื ื˜ื•ืจ ื”ืื˜ ื’ืขื•ื•ื™ื ืขืŸ ืึท ืžืขื“ื™ืฆื™ื ื™ืฉ ื™ืžืึทื’ื™ื ื’ ืคืึทืจืžืขืกื˜.

ืื•ืŸ ืื™ืฆื˜ ืฉื˜ื™ื™ ืื™ืš ืื•ื™ืฃ ื“ืขืจ ื‘ื™ื ืข, ื–ื™ื™ ื’ืขื‘ืŸ ืžื™ืจ ืึท ืžื™ืŸ ื“ื™ืคึผืœืึธื ืื•ืŸ ืื™ืš ื‘ื™ืŸ ื‘ืึทืžื‘ืึทืจื“ื™ืจื˜. ื•ื•ื™ืื–ื•ื™ ืงืขืŸ ื“ืืก ื–ื™ื™ืŸ? ื“ื™ ืึทืงืึทื“ืขืžื™ืงืก ืคืึทืจื‘ืจืขื ื’ืขืŸ ืฉื˜ื™ื™ืขืจ ื’ืขืœื˜, ืืจื‘ืขื˜ืŸ ืฆื• ืคืึทืจืคึผืึธืฉืขื˜ืขืจืŸ ืื•ืŸ ืคึฟืึทืจื‘ืขืกืขืจืŸ ื“ื™ ืงื•ื•ืึทืœื™ื˜ืขื˜ ืคื•ืŸ ืึทืจื‘ืขื˜ ืคึฟืึทืจ ื“ืืงื˜ื•ื™ืจื™ื, ื“ืึธืก ืื™ื–, ืื™ืŸ ื˜ืขืึธืจื™ืข, ืžื™ื™ืŸ ืœืขื‘ืŸ ื™ืงืกืคึผืขืงื˜ืึทื ืกื™, ืื•ืŸ ืขื˜ืœืขื›ืข ื’ื•ืฃ ืฆืขืจื™ืกืŸ ื“ืขื ื’ืึทื ืฅ ืึทืงืึทื“ืขืžื™ืง ืฉื˜ืขืงืŸ ืื™ืŸ ื“ื™ ื‘ืจื™ื˜ื™ืฉ ืคืึธืŸ ืื™ืŸ ืขื˜ืœืขื›ืข ืึธื•ื•ื ื˜.

ื ื‘ืึธื ื•ืก ืฆื• ื“ืขื ืื™ื– ืึทื– ืื™ืŸ ืื ื“ืขืจืข ื˜ื™ืžื–, ื’ืจืึทื“ื–ืฉืึทื•ื•ืึทื˜ ืกื˜ื•ื“ืขื ื˜ืŸ ื•ื•ืึธืก ื”ืึธื‘ืŸ ืืจื‘ืขื˜ืŸ ืื•ื™ืฃ ื“ื™ ื˜ืึทืกืงืก ืคึฟืึทืจ ืคื™ืœืข ื—ื“ืฉื™ื ื•ื•ืขื˜ ื”ืึธื‘ืŸ ืึท ื ืขืžืขื  ื–ื™ื› ื•ื•ื™ื“ืขืจ ื•ื•ืึธืก ืื™ื– ืึทื˜ืจืึทืงื˜ื™ื•ื• ืคึฟืึทืจ HR, ื“ืึธืก ืื™ื–, ื–ื™ื™ ื•ื•ืขืœืŸ ืœื™ื™ื›ื˜ ื‘ืึทืงื•ืžืขืŸ ืฆื• ื“ื™ ื˜ืขืง ืคืึทืจืฉื˜ืขืœืŸ. ืื•ืŸ ืคืืจ ืžื™ื™ื ืข ืื•ื™ื’ืŸ ืื™ื– ื“ื ื ืคืจื™ืฉ ื‘ืืงื•ืžืขืŸ ืื™ืžืขื™ืœ:

A Googler recently referred you for the Research Scientist, Google Brain (United States) role. We carefully reviewed your background and experience and decided not to proceed with your application at this time.

ืื™ืŸ ืึทืœื’ืขืžื™ื™ืŸ, ื’ืœื™ื™ืš ืคื•ืŸ ื“ืขืจ ื‘ื™ื ืข, ืื™ืš ืคืจืขื’ืŸ ื“ืขื ื•ื™ืœืขื: "ืฆื™ ื•ื•ื™ื™ืกื˜ ื•ื•ืขืจ ืขืก ื™ื– ื•ื•ื• ืื™ืš ืึทืจื‘ืขื˜?" ืื™ื™ื ืขืจ ืคื•ืŸ ื“ื™ ืึธืจื’ืึทื ื™ื™ื–ืขืจื– ืคื•ืŸ ื“ื™ ืคืึทืจืžืขืกื˜ ื’ืขื•ื•ืื•ืกื˜ - ืขืจ ื’ื•ื’ืœ ื•ื•ืึธืก TrueAccord ืื™ื–. ื“ื™ ืื™ื‘ืขืจื™ืงืข ื–ืขื ืขืŸ ื ื™ืฉื˜. ืื™ืš ืคืึธืจื–ืขืฆืŸ: "ืื™ืš ืึทืจื‘ืขื˜ ืคึฟืึทืจ ืึท ื–ืึทืžืœื•ื ื’ ืึทื’ืขื ื˜ื•ืจ, ืื•ืŸ ืื™ืŸ ืึทืจื‘ืขื˜ ืื™ืš ื˜ืึธืŸ ื ื™ื˜ ืงืึธืžืคึผื™ื•ื˜ืขืจ ื–ืขืื•ื ื’ ืื“ืขืจ ื˜ื™ืฃ ืœืขืจื ืขืŸ. ืื•ืŸ ืื™ืŸ ืคื™ืœืข ื•ื•ืขื’ืŸ, ื“ืึธืก ื›ืึทืคึผืึทื ื– ื•ื•ื™ื™ึทืœ ื“ื™ HR ื“ื™ืคึผืึทืจื˜ืžืึทื ืฅ ืคื•ืŸ Google ืžืึทืจืš ืื•ืŸ ื“ืขืขืคึผืžื™ื ื“ ืคื™ืœื˜ืขืจ ืžื™ื™ืŸ ื ืขืžืขื  ื–ื™ื› ื•ื•ื™ื“ืขืจ, ื ื™ืฉื˜ ื’ืขื‘ืŸ ืžื™ืจ ืึท ื’ืขืœืขื’ื ื”ื™ื™ื˜ ืฆื• ื•ื•ื™ื™ึทื–ืŸ ื˜ืขื›ื ื™ืฉ ื˜ืจื™ื™ื ื™ื ื’. "

ื– ืฒ ื”ืื‘ ืŸ ืื™ื‘ืขืจื’ืขื’ืขื‘ ืŸ ื“ ื™ ืกืขืจื˜ื™ืคื™ืงืื˜ , ื ื‘ืจืขื›ืŸ . ื ื’ืจื•ืคึผืข ืคื•ืŸ โ€‹โ€‹ืึทืงืึทื“ืขืžื™ืงืก ืฆื™ืขืŸ ืžื™ืจ ื‘ืึทื–ื•ื ื“ืขืจ. ืขืก ืคืืจืงืขืจื˜ ืื•ื™ืก ืึทื– ื“ืึธืก ืื™ื– ืึท ื’ืขื–ื•ื ื˜ ื’ืจื•ืคึผืข ืžื™ื˜ Deepmind. ื–ื™ื™ ื–ืขื ืขืŸ ื’ืขื•ื•ืขืŸ ืึทื–ื•ื™ ื™ืžืคึผืจืขืกื˜ ืึทื– ื–ื™ื™ ื’ืœื™ื™ืš ื’ืขื•ื•ืืœื˜ ืฆื• ืจืขื“ืŸ ืฆื• ืžื™ืจ ื•ื•ืขื’ืŸ ื“ื™ ืคืจื™ื™ึท ืึธืจื˜ ืคื•ืŸ ืคืึธืจืฉื•ื ื’ ื™ื ื–ืฉืขื ื™ืจ ืื™ืŸ ื–ื™ื™ืขืจ ืžืึทื ืฉืึทืคึฟื˜. (ืžื™ืจ ื”ืื‘ืŸ ื˜ืืงืข ื’ืขืจืขื“ื˜. ื“ืขืจ ืฉืžื•ืขืก ื”ืื˜ ื’ืขื“ื•ื™ืขืจื˜ 6 ืžืื ืื˜ืŸ, ืื™ืš ื‘ื™ืŸ ื“ื•ืจื›ื’ืขื’ืื ื’ืขืŸ ื ืขืžืขืŸ ื”ื™ื™ื, ื•ื™ืกืคืจืขื’, ืึธื‘ืขืจ ืื™ื– ื’ืขื•ื•ืขืŸ ืฉื ื™ื™ึทื“ืŸ ืงื•ืจืฅ ืื•ื™ืฃ ื“ื™ ื˜ืขืง ืคืึทืจืฉื˜ืขืœืŸ. 6 ื—ื“ืฉื™ื ืคื•ืŸ ื“ื™ ืึธื ื”ื™ื™ื‘ ืคื•ืŸ ืงืึธืžื•ื ื™ืงืึทืฆื™ืข ืฆื• ื“ื™ ื˜ืขืง ืคืึทืจืฉื˜ืขืœืŸ ืื™ื– ืึท ืœืึทื ื’ ืฆื™ื™ึทื˜. ื“ื™ ืœืึทื ื’ ื•ื•ืึทืจื˜ืŸ ื’ื™ื˜ ืึท ื’ืขืฉืžืึทืง ืคื•ืŸ ืื•ืžื–ื™ืกื˜. ืคืืจืฉ ืื™ื ื–ืฉืขื ื™ืจ ืื™ืŸ ื“ืขืขืคึผืžื™ื ื“ ืื™ืŸ ืœืื ื“ืืŸ, ืงืขื’ืŸ ื“ืขื ื”ื™ื ื˜ืขืจื’ืจื•ื ื˜ ืคื•ืŸ TrueAccord ืื™ื– ื’ืขื•ื•ืขืŸ ื ืฉื˜ืืจืงืข ืฉืจื™ื˜ ืืจื•ื™ืฃ, ืื‘ืขืจ ืงืขื’ืŸ ื“ืขื ื”ื™ื ื˜ืขืจื’ืจื•ื ื˜ ืคื•ืŸ ืžื™ื™ืŸ ื™ืขืฆื˜ื™ื’ืข ืคืื–ื™ืฆื™ืข ืื™ื– ืขืก ื ืฉืจื™ื˜ ืืจืืค.ืคื•ืŸ ื ื“ื™ืกื˜ืขื ืก ืคื•ืŸ ืฆื•ื•ื™ื™ ื™ืืจ ื•ื•ืืก ื–ืขื ืขืŸ ืคืืจื‘ื™ื™ ื–ื™ื ื˜ ื“ืขืžืืœื˜ ืื™ื– ืขืก ื’ื•ื˜ ืึทื– ืขืก ืื™ื– ื ื™ืฉื˜.)

ืกืึธืฃ

ื‘ืขืจืš ืื™ืŸ ื“ืขืจ ื–ืขืœื‘ื™ืงืขืจ ืฆื™ื™ื˜, ืื™ืš ื‘ืืงื•ืžืขืŸ ืึท ืคืึธืจืฉืœืึธื’ ืคื•ืŸ Lyft, ื•ื•ืึธืก ืื™ืš ืื ื’ืขื ื•ืžืขืŸ.
ื‘ืึทื–ื™ืจื˜ ืื•ื™ืฃ ื“ื™ ืจืขื–ื•ืœื˜ืึทื˜ืŸ ืคื•ืŸ ื“ื™ ืฆื•ื•ื™ื™ ืงืึทืžืคึผืึทื˜ื™ืฉืึทื ื– ืžื™ื˜ MICCAI, ื“ื™ ืคืืœื’ืขื ื“ืข ื–ืขื ืขืŸ ืืจื•ื™ืก:

  1. ืึธื˜ืึทืžืึทื˜ื™ืง ืงื™ื™ืœืข ืกืขื’ืžืึทื ื˜ื™ื™ืฉืึทืŸ ืื™ืŸ ืจืึธื‘ืึธื˜-ืึทืกืกื™ืกื˜ืขื“ ื›ื™ืจื•ืจื’ื™ืข ื ื™ืฆืŸ ื˜ื™ืฃ ืœืขืจื ืขืŸ
  2. ืึทื ื’ื™ืึธื“ื™ืกืคึผืœืึทืกื™ืึท ื“ื™ื˜ืขืงืฉืึทืŸ ืื•ืŸ ืœืึธื•ืงืึทืœืึทื–ื™ื™ืฉืึทืŸ ื ื™ืฆืŸ ื˜ื™ืฃ ืงืึธื ื•ื•ืึธืœื•ื˜ื™ืึธื ืึทืœ ื ืขื•ืจืึทืœ ื ืขื˜ื•ื•ืึธืจืงืก
  3. 2017 ืจืึธื•ื‘ืึทื˜ื™ืง ื™ื ืกื˜ืจื•ืžืขื ื˜ ืกืขื’ืžืขื ื˜ืึทื˜ื™ืึธืŸ ืึทืจื•ื™ืกืจื•ืคืŸ

ื“ืึธืก ืื™ื–, ื˜ืจืึธืฅ ื“ื™ ื•ื•ื™ืœื“ืงื™ื™ื˜ ืคื•ืŸ ื“ืขื ื’ืขื“ืึทื ืง, ืึทื“ื™ื ื’ ื™ื ืงืจืึทืžืขื ื˜ืึทืœ ืึทืจื˜ื™ืงืœืขืŸ ืื•ืŸ ืคึผืจืขืคึผืจื™ื ืฅ ื“ื•ืจืš ืงืึทืžืคึผืึทื˜ื™ืฉืึทื ื– ืึทืจื‘ืขื˜ ื’ื•ื˜. ืื•ืŸ ืื™ืŸ ื“ื™ ืฉืคึผืขื˜ืขืจื“ื™ืงืข ื™ืึธืจืŸ ืžื™ืจ ื’ืขืžืื›ื˜ ืขืก ืึทืคึฟื™ืœื• ืขืจื’ืขืจ.

ืคื•ืŸ ืคื™ืกื™ืกื™ืกืฅ ืฆื• ื“ืึทื˜ืึท ื•ื•ื™ืกื ืฉืึทืคึฟื˜ (ืคื•ืŸ ืขื ื“ื–ืฉืึทื ื– ืคื•ืŸ ื•ื•ื™ืกื ืฉืึทืคึฟื˜ ืฆื• ืึธืคื™ืก ืคึผืœืึทื ืงื˜ืึธืŸ). ื“ืขืจ ื“ืจื™ื˜ืขืจ ื˜ื™ื™ืœ

ืื™ืš ื”ืึธื‘ืŸ ืืจื‘ืขื˜ืŸ ืื™ืŸ Lyft ืคึฟืึทืจ ื“ื™ ืœืขืฆื˜ืข ืคึผืึธืจ ืคื•ืŸ ื™ืึธืจืŸ ืžื™ื˜ ืงืึธืžืคึผื™ื•ื˜ืขืจ ื–ืขืื•ื ื’ / ื˜ื™ืฃ ืœืขืจื ืขืŸ ืคึฟืึทืจ ื–ื™ืš ื“ืจื™ื™ื•ื•ื™ื ื’ ืงืึทืจืก. ื“ืึธืก ื”ื™ื™ืกื˜, ืื™ืš ื”ืึธื‘ ื‘ืึทืงื•ืžืขืŸ ื•ื•ืึธืก ืื™ืš ื”ืึธื‘ ื’ืขื•ื•ืึธืœื˜. ืื•ืŸ ื˜ืึทืกืงืก, ืื•ืŸ ืึท ื”ื•ื™ืš-ืกื˜ืึทื˜ื•ืก ืคื™ืจืžืข, ืื•ืŸ ืฉื˜ืึทืจืง ื—ื‘ืจื™ื, ืื•ืŸ ืึทืœืข ื“ื™ ืื ื“ืขืจืข ื’ื•ื“ื™ื–.

ืื™ืŸ ื“ื™ ื—ื“ืฉื™ื, ืื™ืš ื’ืขื”ืื˜ ืงืึธืžื•ื ื™ืงืึทืฆื™ืข ืžื™ื˜ ื‘ื™ื™ื“ืข ื’ืจื•ื™ืก ืงืึธืžืคึผืึทื ื™ืขืก Google, ืคืึทืกืขื‘ืึธืึธืง, ื•ื‘ืขืจ, ืœื™ื ืงืขื“ื™ืŸ ืื•ืŸ ืžื™ื˜ ืึท ื™ื ืคื•ืŸ ืกื˜ืึทืจื˜ืึทืคึผืก ืคื•ืŸ ืคืึทืจืฉื™ื“ืŸ ืกื™ื–ืขืก.

ืขืก ื”ืึธื˜ ืฉืึทื˜ืŸ ืึทืœืข ื“ื™ ื—ื“ืฉื™ื. ื“ืขืจ ืึทืœื•ื•ืขืœื˜ ื“ืขืจืฆื™ื™ืœื˜ ืื™ืจ ืขืคึผืขืก ื ื™ื˜ ื–ื™ื™ืขืจ ืึธื ื’ืขื ืขื ื™ืขื“ืขืจ ื˜ืึธื’. ืจืขื’ื•ืœืขืจ ืจื™ื“ื–ืฉืขืงืฉืึทืŸ, ืงืขืกื™ื™ื“ืขืจ ืžืื›ืŸ ืžื™ืกื˜ื™ื™ืงืก ืื•ืŸ ืึทืœืข ื“ืขื ืื™ื– ืคืœื™ื™ื•ื•ืขืจื“ ืžื™ื˜ ืึท ืคึผืขืจืกื™ืกื˜ืขื ื˜ ื’ืขืคื™ืœ ืคื•ืŸ ื›ืึธื•ืคึผืœืึทืกื ืึทืก. ืขืก ื–ืขื ืขืŸ ืงื™ื™ืŸ ื’ืขืจืึทื ื˜ื™ื– ืึทื– ืื™ืจ ื•ื•ืขื˜ ื–ื™ื™ืŸ ื’ืขืจืึธื˜ืŸ, ืึธื‘ืขืจ ืขืก ืื™ื– ืึท ื’ืขืคื™ืœ ืึทื– ืื™ืจ ื–ืขื ื˜ ืึท ื ืึทืจ. ืขืก ืื™ื– ื–ื™ื™ืขืจ ืจืขืžืึทื ื™ืกืึทื ื˜ ืคื•ืŸ ื•ื•ื™ ืื™ืš ื’ืขืคืจื•ื•ื•ื˜ ืฆื• ื’ืขืคึฟื™ื ืขืŸ ืึท ืึทืจื‘ืขื˜ ืจืขื›ื˜ ื ืึธืš ืื•ื ื™ื•ื•ืขืจืกื™ื˜ืขื˜.

ืื™ืš ืžื™ื™ืŸ, ืื– ื ืกืš ื”ืื‘ืŸ ื’ืขื–ื•ื›ื˜ ืืจื‘ืขื˜ ืื™ืŸ ื˜ืืœ ืื•ืŸ ืืœืฅ ืื™ื– ืคืืจ ื–ื™ื™ ื’ืขื•ื•ืขืŸ ืคื™ืœ ื’ืจื™ื ื’ืขืจ. ื“ืขืจ ืงื•ื ืฅ, ืื™ืŸ ืžื™ื™ืŸ ืžื™ื™ื ื•ื ื’, ืื™ื– ื“ืึธืก. ืื•ื™ื‘ ืื™ืจ ื–ื•ื›ื˜ ืคึฟืึทืจ ืึท ืึทืจื‘ืขื˜ ืื™ืŸ ืึท ืคืขืœื“ ืื™ืŸ ื•ื•ืึธืก ืื™ืจ ืคึฟืึทืจืฉื˜ื™ื™ืŸ, ื”ืึธื‘ืŸ ืึท ืคึผืœืึทืฅ ืคื•ืŸ ื“ืขืจืคืึทืจื•ื ื’, ืื•ืŸ ื“ื™ื™ืŸ ื ืขืžืขื  ื–ื™ื› ื•ื•ื™ื“ืขืจ ื–ืื’ื˜ ื“ื™ ื–ืขืœื‘ืข, ืขืก ื–ืขื ืขืŸ ืงื™ื™ืŸ ืคืจืื‘ืœืขืžืขืŸ. ืื™ืš ื’ืขื ื•ืžืขืŸ ืขืก ืื•ืŸ ื’ืขืคื•ื ืขืŸ ืขืก. ืขืก ื–ืขื ืขืŸ ืึท ืคึผืœืึทืฅ ืคื•ืŸ ื•ื•ืึทืงืึทื ืกื™ืขืก.

ืื‘ืขืจ ืื•ื™ื‘ ืื™ืจ ื–ื•ื›ื˜ ืคึฟืึทืจ ืึท ืึทืจื‘ืขื˜ ืื™ืŸ ืึท ืคืขืœื“ ื•ื•ืึธืก ืื™ื– ื ื™ื™ึท ืคึฟืึทืจ ืื™ืจ, ื“ืึธืก ืื™ื–, ื•ื•ืขืŸ ืขืก ืื™ื– ืงื™ื™ืŸ ื•ื•ื™ืกืŸ, ืงื™ื™ืŸ ืงืึทื ืขืงืฉืึทื ื– ืื•ืŸ ื“ื™ื™ืŸ ืจืขื–ืึทืžื™ื ื’ ื–ืื’ื˜ ืขืคึผืขืก ืคืึทืœืฉ - ืื™ืŸ ื“ืขื ืžืึธืžืขื ื˜ ืึทืœืฅ ื•ื•ืขืจื˜ ื’ืึธืจ ื˜ืฉื™ืงืึทื•ื•ืข.

ืจืขื›ื˜ ืื™ืฆื˜, ืจื™ืงืจื•ื˜ืขืจื– ืงืขืกื™ื™ื“ืขืจ ืฉืจื™ื™ึทื‘ืŸ ืฆื• ืžื™ืจ ืื•ืŸ ืคืึธืจืฉืœืึธื’ืŸ ืฆื• ื˜ืึธืŸ ื“ื™ ื–ืขืœื‘ืข ื–ืึทืš ืื™ืš ื˜ืึธืŸ ืื™ืฆื˜, ืึธื‘ืขืจ ืื™ืŸ ืึท ืึทื ื“ืขืจืฉ ืคื™ืจืžืข. ืขืก ืก ื˜ืึทืงืข ืฆื™ื™ึทื˜ ืฆื• ื˜ื•ื™ืฉืŸ ื“ื–ืฉืึธื‘ืก. ืื‘ืขืจ ืขืก ืื™ื– ืงื™ื™ืŸ ืคื•ื ื˜ ืฆื• ื˜ืึธืŸ ื•ื•ืึธืก ืื™ืš ื‘ื™ืŸ ืฉื•ื™ืŸ ื’ื•ื˜ ืื™ืŸ. ืฆื• ื•ื•ืืก?

ืื‘ืขืจ ืคึฟืึทืจ ื•ื•ืึธืก ืื™ืš ื•ื•ื™ืœืŸ, ืื™ืš ื•ื•ื™ื“ืขืจ ื”ืึธื‘ืŸ ื ื™ื˜ ื“ื™ ื•ื•ื™ืกืŸ ืื•ืŸ ื“ื™ ืฉื•ืจื•ืช ืื™ืŸ ืžื™ื™ืŸ ื ืขืžืขื  ื–ื™ื› ื•ื•ื™ื“ืขืจ. ืœืึธืžื™ืจ ื–ืขืŸ ื•ื•ื™ ื“ืึธืก ืึทืœืฅ ืขื ื“ืก. ืื•ื™ื‘ ืึทืœืฅ ื’ื™ื™ื˜ ื’ื•ื˜, ืื™ืš ื•ื•ืขืœ ืฉืจื™ื™ึทื‘ืŸ ื“ื™ ื•ื•ื™ื™ึทื˜ืขืจ ื˜ื™ื™ืœ. ๐Ÿ™‚

ืžืงื•ืจ: www.habr.com

ืœื™ื™ื’ืŸ ืึท ื‘ืึทืžืขืจืงื•ื ื’