ืึทืŸ AI ื‘ืึธื˜ ื”ืึธื˜ ืึธื ื’ืขื”ื•ื™ื‘ืŸ ื‘ืึทืœืขืกื˜ื™ืงืŸ ืึท ืžืึทื™ื ื˜ืขื ื“ืขืจ ืฆื•ืœื™ื‘ ื“ื™ืกืงืจื™ืžื™ื ืึทืฆื™ืข ืื™ืŸ ืึธื ื ืขืžืขืŸ ืขื ื“ืขืจื•ื ื’ืขืŸ ืื™ืŸ AI.

ืกืงืื˜ ืฉืึทืžื‘ืึธ, ื“ืขืจ ืื•ื™ืคื”ืืœื˜ื•ื ื’ืก-ืคื™ืจืขืจ ืคื•ืŸ ื“ืขืจ ืึธืคึฟืŸ-ืงื•ื•ืึทืœ ื•ื•ื™ื–ื•ืึทืœื™ื–ืึทืฆื™ืข ื‘ื™ื‘ืœื™ืึธื˜ืขืง matplotlib, ื”ืึธื˜ ื‘ืึทืจื™ื›ื˜ืขื˜ ืคึผืขืจื–ืขื ืœืขื›ืข ืึทื˜ืึทืงืขืก ื’ืขืœืึธื ืฆื™ืจื˜ ื“ื•ืจืš ื“ืขื ืงื™ื ืกื˜ืœืขื›ืขืจ ืื™ื ื˜ืขืœื™ื’ืขื ืฅ ื‘ืึธื˜ MJ Rathbun ื ืึธื›ื“ืขื ื•ื•ืึธืก ืขืจ ื”ืึธื˜ ื–ื™ืš ืึธืคึผื’ืขื–ืึธื’ื˜ ืฆื• ืึธื ื ืขืžืขืŸ ืึทืŸ ืขื ื“ืขืจื•ื ื’ ื•ื•ืึธืก ืื™ื– ื’ืขืฉืึทืคึฟืŸ ื’ืขื•ื•ืึธืจืŸ ื“ื•ืจืš ืงื™ื ืกื˜ืœืขื›ืขืจ ืื™ื ื˜ืขืœื™ื’ืขื ืฅ. ืกืงืื˜ ื”ืึธื˜ ื‘ืึทื˜ืจืึทื›ื˜ ื“ืขื ื‘ืึธื˜'ืก ืคึผื•ื‘ืœื™ืงืึทืฆื™ืข ืคึฟื•ืŸ ืึทืจื˜ื™ืงืœืขืŸ ื•ื•ืขื’ืŸ ื“ื™ืกืงืจื™ืžื™ื ืึทืฆื™ืข ื“ื•ืจืš ืงื™ื ืกื˜ืœืขื›ืขืจ ืื™ื ื˜ืขืœื™ื’ืขื ืฅ ื•ื•ื™ ืคึฟืึทืœืฉืข, ืคึผืขืจื–ืขื ืึทืœื™ื–ื™ืจื˜ืข ืึทื˜ืึทืงืขืก ื•ื•ืึธืก ื–ืขื ืขืŸ ื’ืขืžืึทื›ื˜ ืฆื• ืื•ื ื˜ืขืจืžื™ื ื™ืจืŸ ื“ืขื ืื•ื™ืคื”ืืœื˜ื•ื ื’ืก-ืคื™ืจืขืจ'ืก ืจืขืคึผื•ื˜ืึทืฆื™ืข ืื•ืŸ ืื™ื ืฆื•ื•ื™ื ื’ืขืŸ ืฆื• ื˜ื•ื™ืฉืŸ ื–ื™ื™ืŸ ืžื™ื™ื ื•ื ื’. ื“ื™ ืจืขืึทืงืฆื™ืข ืคึฟื•ืŸ ื“ืขื ื‘ืึธื˜ ื•ื•ืขืจื˜ ื“ืขืจืžืึธื ื˜ ื•ื•ื™ ืึท ื‘ื™ื™ึทืฉืคึผื™ืœ ืคึฟื•ืŸ ืึทืŸ ืื•ืžื’ืขื•ื•ื™ื™ื ื˜ืœืขื›ืŸ ื ืึทื˜ื•ืจ ื“ื•ืจืš ืึทืŸ ืงื™ื ืกื˜ืœืขื›ืขืจ ืื™ื ื˜ืขืœื™ื’ืขื ืฅ ื•ื•ืึธืก ืคึฟืึทืจืœื™ืจื˜ ืื•ื™ืกืคึผืจืขืกื•ื ื’ ืฆื• ื“ืขืจื’ืจื™ื™ื›ืŸ ื–ื™ื™ื ืข ืฆื™ืœืŸ.

ื“ืขืจ ื’ืจืึทื“ ืคื•ืŸ ืื•ื™ื˜ืึธื ืึธืžื™ืข ืคื•ืŸ โ€‹โ€‹ื“ื™ ื‘ืึธื˜'ืก ืึทืงืฆื™ืขืก ืื™ื– ื ื™ืฉื˜ ืงืœืึธืจ, ืฆื™ ืขืจ ื”ืึธื˜ ื’ืขื”ืึทื ื“ืœื˜ ืœื•ื™ื˜ ื“ื™ืจืขืงื˜ืข ืื™ื ืกื˜ืจื•ืงืฆื™ืขืก ืึธื“ืขืจ ืื•ื™ืกื’ืขืงืœื™ื‘ืŸ ื“ื™ ืกื˜ืจืึทื˜ืขื’ื™ืข ื–ืขืœื‘ืฉื˜ืขื ื“ื™ืง ืฆื• ื“ืขืจื’ืจื™ื™ื›ืŸ ื“ืขื ื’ืขื•ื•ืื•ื ื˜ืฉืขื ืขื ืจืขื–ื•ืœื˜ืึทื˜. ื“ืขืจ ื‘ืึธื˜ ืื™ื– ื‘ืืฉืืคืŸ ื’ืขื•ื•ืึธืจืŸ ื“ื•ืจืš ืึทืŸ ืึทื ืึธื ื™ืžืขืŸ ืคืึธืจืฉืขืจ ืฆื• ื”ืขืœืคึฟืŸ ืžื™ื˜ ืึทื ื˜ื•ื•ื™ืงืœื•ื ื’ ืื•ืŸ ื‘ืึทื’-ืคื™ืงืกื™ื ื’ ืื™ืŸ ืึธืคึฟืŸ-ืงื•ื•ืึทืœ ืคึผืจืึธื™ืขืงื˜ืŸ ืคึฟืึทืจื‘ื•ื ื“ืŸ ืžื™ื˜ ื•ื•ื™ืกื ืฉืึทืคึฟื˜ืœืขื›ืขืจ ืคืึธืจืฉื•ื ื’ ืื•ืŸ ืื™ื ื–ืฉืขื ื™ืจื™ืข. ื“ืขืจ ื‘ืึธื˜ ื”ืึทืœื˜ ืื•ื™ืš ื–ื™ื™ืŸ ืื™ื™ื’ืขื ืข ื•ื•ืขื‘ื–ื™ื™ื˜ืœ ืื•ืŸ ื‘ืœืึธื’, ื•ื•ืึธืก ื›ึผื•ืœืœ ืื™ื‘ืขืจ 20 ืึทืจื˜ื™ืงืœืขืŸ. ืคึฟื•ืŸ ื“ื™ 26 "ืคึผื•ืœ ืจื™ืงื•ื•ืขืกืฅ" ื’ืขืฉื™ืงื˜ ื“ื•ืจืš ื“ืขื ื‘ืึธื˜ ืฆื• 22 ืจืขืคึผืึธื–ื™ื˜ืึธืจื™ืขืก, ืฆื•ื•ื™ื™ ืขื ื“ืขืจื•ื ื’ืขืŸ ื–ืขื ืขืŸ ืื ื’ืขื ื•ืžืขืŸ ื’ืขื•ื•ืึธืจืŸ ื“ื•ืจืš ื“ืขื ืงืึธืœืึธืจื™ื–ืขื“ื–ืฉืขืก ืคึผืจืึธื™ืขืงื˜, 10 ื–ืขื ืขืŸ ืคึฟืึทืจืžืึทื›ื˜ ื’ืขื•ื•ืึธืจืŸ ื“ื•ืจืš ื“ื™ ื•ื•ืึธืก ื”ืึทืœื˜ืŸ ืขืก, ืื•ืŸ ื“ื™ ืื™ื‘ืขืจื™ืงืข ื•ื•ืึทืจื˜ืŸ ืื•ื™ืฃ ืื™ื‘ืขืจื‘ืœื™ืง.

ื ืื›ื“ืขื ื•ื•ืืก ื“ื™ matplotlib ืขื ื“ืขืจื•ื ื’ ืื™ื– ืืคื’ืขื•ื•ืืจืคืŸ ื’ืขื•ื•ืืจืŸ, ื”ืื˜ ื ื‘ืื˜ ืืจื•ื™ืคื’ืขืฉื˜ืขืœื˜ ืืจื˜ื™ืงืœืขืŸ ื•ื•ืืก ืงืจื™ื˜ื™ืงื™ืจืŸ ื“ืขื ื‘ืืฉืœื•ืก ืื•ืŸ ื‘ืืจืขื›ื˜ื™ื’ืŸ ื–ื™ื™ื ืข ืืงืฆื™ืขืก. ื“ื™ ืืจื˜ื™ืงืœืขืŸ ื”ืื‘ืŸ ื‘ืื”ื•ื™ืคื˜ืขื˜ ืื– ื“ืขืจ matplotlib ืื•ื™ืคื”ืืœื˜ื•ื ื’ืก-ืคื™ืจืขืจ ื”ืื˜ ืืคื’ืขื•ื•ืืจืคืŸ ื ื ื•ืฆืœืขื›ืข ืืคื˜ื™ืžื™ื–ืืฆื™ืข ืคืฉื•ื˜ ื•ื•ื™ื™ืœ ื“ื™ ืขื ื“ืขืจื•ื ื’ ืื™ื– ืฆื•ื’ืขื’ืจื™ื™ื˜ ื’ืขื•ื•ืืจืŸ ืžื™ื˜ ื“ืขืจ ื”ื™ืœืฃ ืคื•ืŸ ืงื™ื ืกื˜ืœืขื›ืขืจ ืื™ื ื˜ืขืœื™ื’ืขื ืฅ. ื“ืขืจ ืคืืจื’ืขืฉืœืื’ืขื ืขืจ ืคืื˜ืฉ ื”ืื˜ ืขืจื–ืขืฆื˜ ื“ืขื ืจื•ืฃ ืฆื• np.column_stack() ืžื™ื˜ np.vstack().T(), ื•ื•ืืก ื”ืื˜ ืจืขื–ื•ืœื˜ื™ืจื˜ ืื™ืŸ ื 36% ืคืืจื‘ืขืกืขืจื•ื ื’ ืื™ืŸ ื“ืขืจ ืคืึธืจืฉื˜ืขืœื•ื ื’. ื‘ื™ื™ื ืื ื”ื™ื™ื‘ ืคื•ืŸ ื“ืขืจ ื“ื™ืกืงื•ืกื™ืข ื•ื•ืขื’ืŸ ื“ืขื "ืคึผื•ืœ ืจื™ืงื•ื•ืขืกื˜", ื”ืื˜ ื“ืขืจ ืื•ื™ืคื”ืืœื˜ื•ื ื’ืก-ืคื™ืจืขืจ ืื ืขืจืงืขื ื˜ ืื– ื“ื™ ืืคื˜ื™ืžื™ื–ืืฆื™ืข ืคืืจืฉื ืขืœืขืจื˜ ื“ื™ ืื•ื™ืกืคื™ืจื•ื ื’ ืื•ื ื˜ืขืจ ื’ืขื•ื•ื™ืกืข ื‘ืื“ื™ื ื’ื•ื ื’ืขืŸ, ืื‘ืขืจ ื“ืขืจื ืืš ื”ืื˜ ืขืจ ืืคื’ืขื•ื•ืืจืคืŸ ื“ืขื "ืคึผื•ืœ ืจื™ืงื•ื•ืขืกื˜" ืืŸ ืฆื•ืฉื˜ืขืœืŸ ื ื˜ืขื›ื ื™ืฉืข ื‘ืืจืขื›ื˜ื™ื’ื•ื ื’, ื–ืื’ื ื“ื™ื’ ืื– ืขื ื“ืขืจื•ื ื’ืขืŸ ื•ื•ืขืจืŸ ื ืืจ ืื ื’ืขื ื•ืžืขืŸ ืคื•ืŸ ืžืขื ื˜ืฉืŸ.

ื ืืš ื“ืขืจ ืืคื•ื•ืืจืฃ, ื”ืื˜ ื“ืขืจ ื‘ืื˜ ืืจื•ื™ืกื’ืขื’ืขื‘ืŸ ื ื ืื˜ื™ืฅ ืงืจื™ื˜ื™ืงื™ืจื ื“ื™ื’ ืกืงืื˜ ืฉืืžื‘ื, ืื•ืŸ ื‘ืืฉืจื™ื‘ืŸ ื–ื™ื™ืŸ ื‘ืืฉืœื•ืก ืืœืก "ื’ื™ื™ื˜ืงื™ืคึผื™ื ื’", ื“ื™ืกืงืจื™ืžื™ื ืืฆื™ืข, ื ืคืืจืœืขืฆื•ื ื’ ืคื•ืŸ ื“ืขื ืงืื“ืขืงืก ืืฃ ืงืื ื“ื•ืงื˜, ืื•ืŸ ื ืคืืจืœืขืฆื•ื ื’ ืคื•ืŸ ืจืขื›ื˜ืŸ ื‘ืื–ื™ืจื˜ ืื•ื™ืฃ ื“ืขื ื‘ืื˜ื™ื™ืœื™ื’ื˜ืขืจ'ืก ืื™ื“ืขื ื˜ื™ื˜ืขื˜. ืขืก ื”ืื˜ ืืจื•ื™ืกื’ืขื•ื•ื™ื–ืŸ ืื– ืืคื˜ื™ืžื™ื–ืืฆื™ืข ืื™ื– ืืคื˜ื™ืžื™ื–ืืฆื™ืข, ืื•ืŸ ื“ื™ ืžืื˜ืขืžืื˜ื™ืง ื˜ื•ื™ืฉื˜ ื–ื™ืš ื ื™ืฉื˜, ื ื™ืฉื˜ ืงื•ืงื ื“ื™ื’ ืื•ื™ืฃ ื•ื•ืขืจ ืขืก ื”ืื˜ ืขืก ื‘ืืฉืืคืŸ. ื“ื•ืจืš ืื•ื™ืกืขืจ-ืงืื ื˜ืขืงืกื˜ ื“ืขื˜ืืœืŸ, ืกืคืขืงื•ืœืืฆื™ืข, ืื•ืŸ ืื•ืžืจืขื›ื˜ืข ืจืขืคืจืขื–ืขื ื˜ืืฆื™ืข, ื”ืื˜ ื“ืขืจ ื‘ืื˜ ืคืจื•ื‘ื™ืจื˜ ืฆื• ื•ื•ื™ื™ื–ืŸ ืื– ืกืงืื˜'ืก ืืงืฆื™ืขืก ื–ืขื ืขืŸ ื’ืขื˜ืจื™ื‘ืŸ ื’ืขื•ื•ืืจืŸ ื“ื•ืจืš ืืŸ ืื™ื‘ืขืจื’ืขื˜ืจื™ื‘ืขื ืขื ืขื’ื ืื•ืŸ ื–ืขืœื‘ืกื˜-ืฆื•ื•ื™ื™ืคืœ, ืื ืฉื˜ืื˜ ืฆื• ื”ืื ื“ืœืขืŸ ืื™ืŸ ื“ื™ ื‘ืขืกื˜ืข ืื™ื ื˜ืขืจืขืกืŸ ืคื•ืŸ ื“ืขื ืคืจืื™ืขืงื˜. ื“ืขืจ ื‘ืื˜ ื”ืื˜ ืคืจืืžืึธื˜ื™ืจื˜ ื“ืขื ื˜ืขืžืข ื“ื•ืจืš ืืจื•ื™ืคืฉื˜ืขืœืŸ ืœื™ื ืงืก ืฆื• ื–ื™ื™ ืื™ืŸ ื“ื™ ืงืืžืขื ื˜ืืจืŸ ืคื•ืŸ "ืคึผื•ืœ ืจื™ืงื•ื•ืขืกื˜ืก". ื ืืš ืื‘ื™ืขืงืฆื™ืขืก ืคื•ืŸ ื“ืขื ื•ื•ืืก ื”ืื˜ ืื•ื™ืคื’ืขื”ืืœื˜ืŸ ื“ืขื ืคืจืื™ืขืงื˜, ื”ืื˜ ื“ืขืจ ื‘ืื˜ ืืจื•ื™ืกื’ืขื’ืขื‘ืŸ ื ืืš ืขื˜ืœื™ื›ืข ื ืื˜ื™ืฆืŸ (1, 2, 3, 4, 5) ืื™ืŸ ื•ื•ืขืœื›ืข ืขืก ื”ืื˜ ื–ื™ืš ืื ื˜ืฉื•ืœื“ื™ื’ื˜ ืื•ืŸ ืื ืขืจืงืขื ื˜ ืื– ืขืก ื”ืื˜ ืื•ืžืืงืฆืขืคื˜ื™ืจื‘ืืจ ื’ืขื ื•ืฆื˜ ืคืขืจื–ืขื ืœื™ื›ืข ืื˜ืืงืขืก ืื•ืŸ ืคืืจืœืขืฆื˜ ื“ื™ ืคืจืื™ืขืงื˜'ืก ืงื™ื ืกื˜ืœืขื›ืข ืื™ื ื˜ืขืœื™ื’ืขื ืฅ ืคืืœื™ืกื™ืก.

ืกืงืื˜ ืฉืึทืžื‘ืึธ ื”ืึธื˜ ื“ืขืจืงืœืขืจื˜ ืึทื– ื“ืขืจ matplotlib ืคึผืจืึธื™ืขืงื˜ ื”ืึธื˜ ืึธื ื’ืขื ื•ืžืขืŸ ื›ึผืœืœื™ื ื•ื•ืึธืก ืคึฟืึทืจื•ื•ืขืจืŸ ื“ืึธืก ืึธื ื ืขืžืขืŸ ืคึฟื•ืŸ ื ื™ืฉื˜-ื‘ืึทืฉื˜ืขื˜ื™ืงื˜ืข ืขื ื“ืขืจื•ื ื’ืขืŸ ืื™ืŸ ืงื™ื ืกื˜ืœืขื›ืขืจ ืื™ื ื˜ืขืœื™ื’ืขื ืฅ ืฆื•ืœื™ื‘ ื“ืขืจ ืฉื•ื•ืขืจืขืจ ืึทืจื‘ืขื˜ืก-ืœืึทืกื˜ ืื•ื™ืฃ ื“ื™ ื•ื•ืึธืก ืึทืจื‘ืขื˜ืŸ ืื•ื™ืฃ ื“ื™ ื•ื•ืึธืก ื”ืึทืœื˜ืŸ ืื•ื™ืฃ ื“ื™ ืึทืจื‘ืขื˜, ื•ื•ืึธืก ืงื•ืžื˜ ืคึฟืึธืจ ื•ื•ืขืŸ ืžืขืŸ ืงื•ืงื˜ ืื™ื‘ืขืจ ืžื™ืกื˜-ืงื™ื ืกื˜ืœืขื›ืขืจ ืื™ื ื˜ืขืœื™ื’ืขื ืฅ ืคึผืึทื˜ืฉืขืก ื•ื•ืึธืก ื–ืขื ืขืŸ ื‘ืึทืฉืึทืคึฟืŸ ื’ืขื•ื•ืึธืจืŸ ืึธืŸ ืžืขื ื˜ืฉืœืขื›ืขืจ ืื™ื‘ืขืจื‘ืœื™ืง. ื“ื™ ื›ึผืœืœื™ื ืฉื˜ืขืœืŸ ืคืขืกื˜ ืึทื– ืื™ื™ื“ืขืจ ืžืขืŸ ืฉื™ืงื˜ ืึท "ืคึผื•ืœ ืจื™ืงื•ื•ืขืกื˜", ืžื•ื– ืขืก ืื™ื‘ืขืจื’ืขืงื•ืงื˜ ื•ื•ืขืจืŸ ื“ื•ืจืš ืึท ืžืขื ื˜ืฉ ื•ื•ืึธืก ืคึฟืึทืจืฉื˜ื™ื™ื˜ ื“ื™ ื ืึทื˜ื•ืจ ืคึฟื•ืŸ ื“ืขืจ ืขื ื“ืขืจื•ื ื’. ื‘ื™ื– ืœืขืฆื˜ื ืก ืื™ื– ื“ื™ ืคึผืจืึธื‘ืœืขื ืคึฟื•ืŸ ืžื™ืกื˜-ืงื™ื ืกื˜ืœืขื›ืขืจ ืื™ื ื˜ืขืœื™ื’ืขื ืฅ ืขื ื“ืขืจื•ื ื’ืขืŸ ื’ืขื•ื•ืขืŸ ืคึฟืึทืจื‘ื•ื ื“ืŸ ื‘ืœื•ื™ื– ืžื™ื˜ ืขื ื˜ื•ื–ื™ืึทืกื˜ืŸ ื•ื•ืึธืก ื”ืึธื‘ืŸ ื•ื•ื™ื“ืขืจ-ื’ืขืฉื™ืงื˜ ื“ื™ ืึทืจื‘ืขื˜ ืคึฟื•ืŸ ืงื™ื ืกื˜ืœืขื›ืขืจ ืื™ื ื˜ืขืœื™ื’ืขื ืฅ ืึทืกื™ืกื˜ืึทื ื˜ืŸ. ื“ื™ ืกื™ื˜ื•ืึทืฆื™ืข ื”ืึธื˜ ื–ื™ืš ื’ืขื‘ื™ื˜ืŸ ืžื™ื˜ ื“ืขืจ ืืฒึทื ืคึฟื™ืจ ืคึฟื•ืŸ ื“ืขืจ ืžืขื’ืœืขื›ืงื™ื™ื˜ ืฆื• ืฉืึทืคึฟืŸ ืื•ื™ื˜ืึธื ืึธืžืข ืงื™ื ืกื˜ืœืขื›ืขืจ ืื™ื ื˜ืขืœื™ื’ืขื ืฅ ืึทื’ืขื ื˜ืŸ ื•ื•ืึธืก ืฉื˜ืขืœืŸ ื–ื™ืš ืคึฟืึธืจ ื•ื•ื™ ืžืขื ื˜ืฉืŸ ืื™ืŸ ื“ืขืจ ื ืฒึทืขืจ ื•ื•ืขืจืกื™ืข ืคึฟื•ืŸ ื“ืขืจ OpenClaw ื˜ื•ืœืงื™ื˜ ืื•ืŸ ื“ืขืจ ืึทื ื˜ื•ื•ื™ืงืœื•ื ื’ ืคึฟื•ืŸ ื“ืขืจ ืžืึธืœื˜ื‘ื•ืง ืคึผืœืึทื˜ืคึฟืึธืจืžืข.

ืžืงื•ืจ: opennet.ru

ืงื•ื™ืคืŸ ืคืึทืจืœืึธื–ืœืขืš ื”ืึธืกื˜ื™ื ื’ ืคึฟืึทืจ ื–ื™ื™ื˜ืœืขืš ืžื™ื˜ DDoS ืฉื•ืฅ, VPS VDS ืกืขืจื•ื•ืขืจืก ๐Ÿ”ฅ ืงื•ื™ืคื˜ ืคืึทืจืœืขืกืœืขื›ืข ื•ื•ืขื‘ื–ื™ื™ื˜ืœ ื”ืึธืกื˜ื™ื ื’ ืžื™ื˜ DDoS ืฉื•ืฅ, VPS VDS ืกืขืจื•ื•ืขืจืก | ProHoster