STEM ืื™ื ื˜ืขื ืกื™ื•ื•ืข ืœืขืจื ืขืŸ ืฆื•ื’ืึทื ื’

ืขืก ื–ืขื ืขืŸ ืคื™ืœืข ื•ื™ืกื’ืขืฆื™ื™ื›ื ื˜ ืงืึธืจืกืึทื– ืื™ืŸ ื“ืขืจ ื•ื•ืขืœื˜ ืคื•ืŸ ื™ื ื–ืฉืขื ื™ืขืจื™ืข ื‘ื™ืœื“ื•ื ื’, ืึธื‘ืขืจ ืึธืคื˜ ื“ื™ ืงืขืจื™ืงื™ืึทืœืึทื ื’ืขื‘ื•ื™ื˜ ืึทืจื•ื ื–ื™ื™ ืœื™ื™ื“ืŸ ืคื•ืŸ ืื™ื™ืŸ ืขืจื ืกื˜ ืคืขืœืขืจ - ืึท ืžืึทื ื’ืœ ืคื•ืŸ ื’ื•ื˜ ืงืึธื•ื›ื™ืจืึทื ืก ืฆื•ื•ื™ืฉืŸ ืคืึทืจืฉื™ื“ืŸ ื˜ืขืžืขืก. ืื™ื™ื ืขืจ ืงืขืŸ ื˜ืขื ื”ืŸ: ื•ื•ื™ ืงืขืŸ ื“ืึธืก ื–ื™ื™ืŸ?

ื•ื•ืขืŸ ืึท ื˜ืจื™ื™ื ื™ื ื’ ืคึผืจืึธื’ืจืึทื ืื™ื– ื’ืขืฉืืคืŸ, ืคึผืจื™ืจืขืงื•ื•ืึทื–ืึทืฅ ืื•ืŸ ืึท ืงืœืึธืจ ืกื“ืจ ืื™ืŸ ื•ื•ืึธืก ื“ื™ ื“ื™ืกืึทืคึผืœืึทื ื– ืžื•ื–ืŸ ื–ื™ื™ืŸ ื’ืขืœืขืจื ื˜ ื–ืขื ืขืŸ ืื ื’ืขื•ื•ื™ื–ืŸ ืคึฟืึทืจ ื™ืขื“ืขืจ ืงื•ืจืก. ืคึฟืึทืจ ื‘ื™ื™ึทืฉืคึผื™ืœ, ืื™ืŸ ืกื“ืจ ืฆื• ื‘ื•ื™ืขืŸ ืื•ืŸ ืคึผืจืึธื’ืจืึทื ืึท ืคึผืจื™ืžื™ื˜ื™ื•ื• ืจื™ืจืขื•ื•ื“ื™ืง ืจืึธื‘ืึธื˜, ืื™ืจ ื“ืึทืจืคึฟืŸ ืฆื• ื•ื•ื™ืกืŸ ืึท ื‘ื™ืกืœ ืžืึทืงืึทื ื™ืงืก ืฆื• ืฉืึทืคึฟืŸ ื–ื™ื™ึทืŸ ื’ืฉืžื™ื•ืช ืกื˜ืจื•ืงื˜ื•ืจ; ื‘ืึทืกื™ืงืก ืคื•ืŸ ืขืœืขืงื˜ืจืข ืื•ื™ืฃ ื“ืขืจ ืžื“ืจื’ื” ืคื•ืŸ ืึธื”ื / ืงื™ืจื˜ืฉื”ืึธืฃ ืก ื’ืขื–ืขืฆืŸ, ืคืึทืจื˜ืจืขื˜ื•ื ื’ ืคื•ืŸ ื“ื™ื’ื™ื˜ืึทืœ ืื•ืŸ ืึทื ืึทืœืึธื’ ืกื™ื’ื ืึทืœื–; ืึทืคึผืขืจื™ื™ืฉืึทื ื– ืžื™ื˜ ื•ื•ืขืงื˜ืึธืจืก ืื•ืŸ ืžืึทื˜ืจื™ืกื™ื– ืื™ืŸ ืกื“ืจ ืฆื• ื‘ืึทืฉืจื™ื™ึทื‘ืŸ ืงืึธื•ืึธืจื“ืึทื ืึทื˜ ืกื™ืกื˜ืขืžืขืŸ ืื•ืŸ ืžื•ื•ื•ืžืึทื ืฅ ืคื•ืŸ ื“ื™ ืจืึธื‘ืึธื˜ ืื™ืŸ ืคึผืœืึทืฅ; ื‘ืึทืกื™ืงืก ืคื•ืŸ ืคึผืจืึธื’ืจืึทืžืžื™ื ื’ ืื•ื™ืฃ ื“ืขืจ ืžื“ืจื’ื” ืคื•ืŸ ื“ืึทื˜ืŸ ืคึผืจืขื–ืขื ื˜ื™ืจื•ื ื’, ืคึผืฉื•ื˜ ืึทืœื’ืขืจื™ื“ืึทืžื– ืื•ืŸ ืงืึธื ื˜ืจืึธืœ ืึทืจื™ื‘ืขืจืคื™ืจืŸ ืกื˜ืจืึทืงื˜ืฉืขืจื–, ืขื˜ืง. ืฆื• ื‘ืึทืฉืจื™ื™ึทื‘ืŸ ื ืึทื˜ื•ืจ.

ืื™ื– ื“ืึธืก ืึทืœืฅ ื‘ืื“ืขืงื˜ ืื™ืŸ ืื•ื ื™ื•ื•ืขืจืกื™ื˜ืขื˜ ืงืึธืจืกืึทื–? ืคื•ืŸ ืงื•ืจืก ื”ืึธื‘ืŸ. ืึธื‘ืขืจ, ืžื™ื˜ ืึธื”ื / ืงื™ืจื˜ืฉื”ืึธืฃ ืก ื’ืขื–ืขืฆืŸ ืžื™ืจ ื‘ืึทืงื•ืžืขืŸ ื˜ืขืจืžืึธื“ื™ื ืึทืžื™ืง ืื•ืŸ ืคืขืœื“ ื˜ืขืึธืจื™ืข; ืื•ื™ืกืขืจ ืืคืขืจืืฆื™ืขืก ืžื™ื˜ ืžืื˜ืจื™ืฆืŸ ืื•ืŸ ื•ื•ืขืงื˜ืืจืŸ ื“ืืจืฃ ืžืขืŸ ื–ื™ืš ืคืืจืžืื›ืŸ ืžื™ื˜ ื™ืืจื“ืื ื™ืข ืคืืจืžืขืŸ; ืื™ืŸ ืคึผืจืึธื’ืจืึทืžืžื™ื ื’, ืœืขืจื ืขืŸ ืคึผืึธืœื™ืžืึธืจืคื™ืกื - ื˜ืขืžืขืก ื•ื•ืึธืก ื–ืขื ืขืŸ ื ื™ื˜ ืฉื˜ืขื ื“ื™ืง ื“ืืจืฃ ืฆื• ืกืึธืœื•ื•ืข ืึท ืคึผืฉื•ื˜ ืคึผืจืึทืงื˜ื™ืฉ ืคึผืจืึธื‘ืœืขื.

ืื•ื ื™ื•ื•ืขืจืกื™ื˜ืขื˜ ื‘ื™ืœื“ื•ื ื’ ืื™ื– ื‘ืจื™ื™ื˜ - ื“ืขืจ ืชึผืœืžื™ื“ ื’ื™ื™ื˜ ืื•ื™ืฃ ืึท ื‘ืจื™ื™ื˜ ืคืจืึธื ื˜ ืื•ืŸ ืึธืคื˜ ื ื™ื˜ ื–ืขืŸ ื“ื™ ื˜ื™ื™ึทื˜ืฉ ืื•ืŸ ืคึผืจืึทืงื˜ื™ืฉ ื‘ืึทื˜ื™ื™ึทื˜ ืคื•ืŸ ื“ื™ ื•ื•ื™ืกืŸ ืขืจ ื‘ืืงื•ืžื˜. ืžื™ืจ ื‘ืึทืฉืœืึธืกืŸ ืฆื• ื•ื•ืขื ื“ืŸ ื“ื™ ืคึผืึทืจืึทื“ื™ื’ื ืคื•ืŸ ืื•ื ื™ื•ื•ืขืจืกื™ื˜ืขื˜ ื‘ื™ืœื“ื•ื ื’ ืื™ืŸ STEM (ืคื•ืŸ ื“ื™ ื•ื•ืขืจื˜ืขืจ ื•ื•ื™ืกื ืฉืึทืคึฟื˜, ื˜ืขื›ื ืึธืœืึธื’ื™ืข, ืื™ื ื–ืฉืขื ื™ืจื™ืข, ืžืึทื˜) ืื•ืŸ ืฉืึทืคึฟืŸ ืึท ืคึผืจืึธื’ืจืึทื ื•ื•ืึธืก ืื™ื– ื‘ืื–ื™ืจื˜ ืื•ื™ืฃ ื“ื™ ืงืึธื•ื›ื™ืจืึทื ืก ืคื•ืŸ ื•ื•ื™ืกืŸ, ืึทืœืึทื•ื™ื ื’ ืึท ืคืึทืจื’ืจืขืกืขืจืŸ ืื™ืŸ ืงืึทืžืคึผืœื™ื˜ื ืึทืก ืื™ืŸ ื“ืขืจ ืฆื•ืงื•ื ืคึฟื˜, ื“ืึธืก ืื™ื–, ืขืก ื™ืžืคึผืœื™ื™ื– ืื™ื ื˜ืขื ืกื™ื•ื•ืข ืžืึทืกื˜ืขืจื™ ืคื•ืŸ ืกืึทื‘ื“ื–ืฉืขืงืฅ.

ืœืขืจื ืขืŸ ืึท ื ื™ื™ึทืข ื•ื ื˜ืขืจื˜ืขื ื™ืง ื’ืขื’ื ื˜ ืงืขื ืขืŸ ื–ื™ื™ืŸ ืงืึทืžืคึผืขืจื“ ืžื™ื˜ ื•ื™ืกืคืึธืจืฉืŸ ืึท ื”ื™ื’ืข ื’ืขื’ื ื˜. ืื•ืŸ ื“ืึธ ืขืก ื–ืขื ืขืŸ ืฆื•ื•ื™ื™ ืึธืคึผืฆื™ืขืก: ืึธื“ืขืจ ืžื™ืจ ื”ืึธื‘ืŸ ืึท ื–ื™ื™ืขืจ ื“ื™ื˜ื™ื™ืœื“ ืžืึทืคึผืข ืžื™ื˜ ืึท ืจื™ื–ื™ืง ืกื•ืžืข ืคื•ืŸ โ€‹โ€‹โ€‹โ€‹ื“ืขื˜ืึทื™ืœืก ื•ื•ืึธืก ื“ืึทืจืคึฟืŸ ืฆื• ื–ื™ื™ืŸ ื’ืขืœืขืจื ื˜ (ืื•ืŸ ื“ืึธืก ื ืขืžื˜ ืึท ืคึผืœืึทืฅ ืคื•ืŸ ืฆื™ื™ื˜) ืฆื• ืคึฟืึทืจืฉื˜ื™ื™ืŸ ื•ื•ื• ื“ื™ ื”ื•ื™ืคึผื˜ ืœืึทื ื“ืžืึทืจืงืก ื–ืขื ืขืŸ ืื•ืŸ ื•ื•ื™ ื–ื™ื™ ืคืึทืจื‘ื™ื ื“ืŸ ืฆื• ื™ืขื“ืขืจ ืื ื“ืขืจืขืจ ; ืึธื“ืขืจ ืื™ืจ ืงืขื ืขืŸ ื ื•ืฆืŸ ืึท ืคึผืจื™ืžื™ื˜ื™ื•ื• ืคึผืœืึทืŸ, ืื•ื™ืฃ ื•ื•ืึธืก ื‘ืœื•ื™ื– ื“ื™ ื”ื•ื™ืคึผื˜ ืคื•ื ืงื˜ืŸ ืื•ืŸ ื–ื™ื™ืขืจ ืงืึธืจืขื•ื• ืฉื˜ืขืœืขืก ื–ืขื ืขืŸ ืื ื’ืขื•ื•ื™ื–ืŸ - ืึทื–ืึท ืึท ืžืึทืคึผืข ืื™ื– ื’ืขื ื•ื’ ืฆื• ืžื™ื“ ืึธื ื”ื™ื™ื‘ืŸ ืฆื• ืžืึทืš ืื™ืŸ ื“ื™ ืจืขื›ื˜ ืจื™ื›ื˜ื•ื ื’, ืงืœืขืจืึทืคื™ื™ื– ื“ื™ ื“ืขื˜ืึทื™ืœืก ื•ื•ื™ ืื™ืจ ื’ื™ื™ืŸ.

ืžื™ืจ ื˜ืขืกื˜ืขื“ ื“ื™ ืื™ื ื˜ืขื ืกื™ื•ื•ืข STEM ืœืขืจื ืขืŸ ืฆื•ื’ืึทื ื’ ืื™ืŸ ืึท ื•ื•ื™ื ื˜ืขืจ ืฉื•ืœืข, ื•ื•ืึธืก ืžื™ืจ ื’ืขื”ืืœื˜ืŸ ืฆื•ื–ืึทืžืขืŸ ืžื™ื˜ MIT ืกื˜ื•ื“ืขื ื˜ืŸ ืžื™ื˜ ื“ื™ ืฉื˜ื™ืฆืŸ ืคื•ืŸ JetBrains ืคืึธืจืฉื•ื ื’.

ืฆื•ื’ืจื™ื™ื˜ื•ื ื’ ืคื•ืŸ ืžืึทื˜ืขืจื™ืึทืœ


ื“ืขืจ ืขืจืฉื˜ืขืจ ื˜ื™ื™ืœ ืคื•ืŸ ื“ืขืจ ืฉื•ืœืข ืคึผืจืึธื’ืจืึทื ืื™ื– ื’ืขื•ื•ืขืŸ ืึท ื•ื•ืึธืš ืคื•ืŸ ืงืœืืกืŸ ืื™ืŸ ื“ื™ ื”ื•ื™ืคึผื˜ ื’ืขื‘ื™ื˜ืŸ, ื•ื•ืึธืก ืึทืจื™ื™ึทื ื’ืขืจืขื›ื ื˜ ืึทืœื’ืขื‘ืจืึท, ืขืœืขืงื˜ืจื™ืงืึทืœ ืกืขืจืงืึทืฅ, ืงืึธืžืคึผื™ื•ื˜ืขืจ ืึทืจืงืึทื˜ืขืงื˜ืฉืขืจ, ืคึผื™ื˜ื”ืึธืŸ ืคึผืจืึธื’ืจืึทืžืžื™ื ื’ ืื•ืŸ ืึท ื”ืงื“ืžื” ืฆื• ROS (ืจืึธื‘ืึธื˜ ืึธืคึผืขืจื™ื™ื˜ื™ื ื’ ืกื™ืกื˜ืขื).

ื“ื™ ืื™ื ืกื˜ืจื•ืงืฆื™ืขืก ื–ืขื ืขืŸ ื ื™ืฉื˜ ืื•ื™ืกื“ืขืจื•ื•ื™ื™ืœื˜ ื“ื•ืจืš ืฆื•ืคืึทืœ: ืงืึทืžืคึผืœืึทืžืขื ื˜ื™ื ื’ ื™ืขื“ืขืจ ืื ื“ืขืจืข, ื–ื™ื™ ื–ืขื ืขืŸ ื’ืขืžื™ื™ื ื˜ ืฆื• ื”ืขืœืคืŸ ืกื˜ื•ื“ืขื ื˜ืŸ ื–ืขืŸ ื“ื™ ืงืฉืจ ืฆื•ื•ื™ืฉืŸ ืคึผืึธื ืขื ืคืึทืจืฉื™ื“ืขื ืข ื–ืื›ืŸ ืื™ืŸ ืขืจืฉื˜ืขืจ ื‘ืœื™ืง - ืžืื˜ืขืžืื˜ื™ืง, ืขืœืขืงื˜ืจืึธื ื™ืง ืื•ืŸ ืคึผืจืึธื’ืจืึทืžืžื™ื ื’.

ืคึฟืึทืจืฉื˜ื™ื™ื˜ ื–ื™ืš, ืึทื– ื“ืขืจ ื”ื•ื™ืคึผื˜ึพืฆื™ืœ ืื™ื– ื ื™ืฉื˜ ื’ืขื•ื•ืขืŸ ืฆื• ื’ืขื‘ืŸ ืึท ืกืš ืจืขืคึฟืขืจืึทื˜ืŸ, ื ืึธืจ ืฆื• ื’ืขื‘ืŸ ื“ื™ ืชึผืœืžื™ื“ื™ื ื“ื™ ื’ืขืœืขื’ื ื”ื™ื™ื˜ ืฆื• ืึธื ื•ื•ืขื ื“ืŸ ื“ื™ ื ืฒึทึพื“ืขืจื•ื•ืึทืจื˜ืข ื•ื•ื™ืกืŸ ืึทืœื™ื™ืŸ ืื™ืŸ ืคึฟืึทืงื˜.

ืื™ืŸ ื“ื™ ืึทืœื’ืขื‘ืจืึท ืึธืคึผื˜ื™ื™ืœื•ื ื’, ืกื˜ื•ื“ืขื ื˜ืŸ ืงืขืŸ ืคื™ืจ ืžืึทื˜ืจื™ืฅ ืึทืคึผืขืจื™ื™ืฉืึทื ื– ืื•ืŸ ืกืึทืœื•ื•ื™ื ื’ ืกื™ืกื˜ืขืžืขืŸ ืคื•ืŸ ื™ืงื•ื•ื™ื™ื–ืฉืึทื ื–, ื•ื•ืึธืก ื–ืขื ืขืŸ ื ื•ืฆื™ืง ืื™ืŸ ืœืขืจื ืขืŸ ืขืœืขืงื˜ืจื™ืงืึทืœ ืกืขืจืงืึทืฅ. ื’ืขืœืขืจื ื˜ ื•ื•ืขื’ืŸ ื“ื™ ืกื˜ืจื•ืงื˜ื•ืจ ืคื•ืŸ ืึท ื˜ืจืึทื ื–ื™ืกื˜ืึธืจ ืื•ืŸ ื“ื™ ืœืึทื“ื–ืฉื™ืงืึทืœ ื™ืกื•ื“ื•ืช ื’ืขื‘ื•ื™ื˜ ืื•ื™ืฃ ื–ื™ื™ึทืŸ ื™ืงืขืจ, ืกื˜ื•ื“ืขื ื˜ืŸ ืงืขื ืขืŸ ื–ืขืŸ ื–ื™ื™ืขืจ ื ื•ืฆืŸ ืื™ืŸ ืึท ืคึผืจืึทืกืขืกืขืจ ืžื™ื˜ืœ, ืื•ืŸ ื ืึธืš ืœืขืจื ืขืŸ ื“ื™ ื‘ืึทืกื™ืงืก ืคื•ืŸ ื“ื™ ืคึผื™ื˜ื”ืึธืŸ ืฉืคึผืจืึทืš, ืฉืจื™ื™ึทื‘ืŸ ืึท ืคึผืจืึธื’ืจืึทื ืคึฟืึทืจ ืึท ืคืึทืงื˜ื™ืฉ ืจืึธื‘ืึธื˜ ืื™ืŸ ืขืก.

STEM ืื™ื ื˜ืขื ืกื™ื•ื•ืข ืœืขืจื ืขืŸ ืฆื•ื’ืึทื ื’

Duckietown


ืื™ื™ื ืขืจ ืคื•ืŸ ื“ื™ ืฆื™ืœืŸ ืคื•ืŸ ื“ืขืจ ืฉื•ืœืข ืื™ื– ื’ืขื•ื•ืขืŸ ืฆื• ืžื™ื ืึทืžื™ื™ื– ืึทืจื‘ืขื˜ ืžื™ื˜ ืกื™ืžื™ืึทืœื™ื™ื˜ืขืจื– ื•ื•ื• ืžืขื’ืœืขืš. ื“ืขืจื™ื‘ืขืจ ืื™ื– ืฆื•ื’ืขื’ืจื™ื™ื˜ ื’ืขื•ื•ืึธืจืŸ ืึท ื’ืจื•ื™ืกืขืจ ื’ืึทื ื’ ืขืœืขืงื˜ืจืึธื ื™ืฉืข ืงืจื™ื™ื–ืŸ, ื•ื•ืึธืก ื“ื™ ืชึผืœืžื™ื“ื™ื ื”ืึธื‘ืŸ ื’ืขืžื•ื–ื˜ ืฆื•ื–ืึทืžืขื ืฉื˜ืขืœืŸ ืื•ื™ืฃ ืึท ื‘ืจื•ื™ื˜ื‘ืึธืจื“ ืคึฟื•ืŸ ืขื›ื˜ืข ืงืึทืžืคึผืึธื•ื ืึทื ืฅ ืื•ืŸ ื–ื™ื™ ืคึผืจื•ึผื•ื•ืŸ ืื™ืŸ ืคื™ืจ, ืื•ืŸ ื“ื•ืงืงื™ื™ื˜ืึธื•ื•ืŸ ืื™ื– ืื•ื™ืกื’ืขืงืœื™ื‘ืŸ ื’ืขื•ื•ืึธืจืŸ ื•ื•ื™ ื“ืขืจ ื‘ืึทื–ืข ืคึฟืึทืจ ื“ื™ ืคึผืจืึธื™ืขืงื˜ืŸ.

Duckietown ืื™ื– ืึทืŸ ืึธืคึฟืŸ-ืžืงื•ืจ ืคึผืจื•ื™ืขืงื˜ ื™ื ื•ื•ืึทืœื•ื•ื™ื ื’ ืงืœื™ื™ืŸ ืึธื˜ืึทื ืึทืžืึทืก ืจืึธื•ื‘ืึทืฅ ื’ืขืจื•ืคึฟืŸ Duckiebots ืื•ืŸ ื“ื™ ื ืขื˜ื•ื•ืึธืจืงืก ืคื•ืŸ ืจืึธื•ื“ื– ื–ื™ื™ ืึทืจื•ืžืคืึธืจืŸ ืฆื•ื–ืืžืขืŸ. Duckiebot ืื™ื– ืึท ืจืึธื“ ืคึผืœืึทื˜ืคืึธืจืžืข ื™ืงื•ื•ื™ืคึผื˜ ืžื™ื˜ ืึท Raspberry Pi ืžื™ืงืจืึธืงืึธืžืคึผื•ื˜ืขืจ ืื•ืŸ ืึท ืื™ื™ืŸ ืึทืคึผืึทืจืึทื˜.

ื‘ืึทื–ื™ืจื˜ ืื•ื™ืฃ ืื™ื, ืžื™ืจ ื”ืึธื‘ืŸ ืฆื•ื’ืขื’ืจื™ื™ื˜ ืึท ืกื›ื•ื ืคื•ืŸ ืžืขื’ืœืขืš ื˜ืึทืกืงืก, ืึทื–ืึท ื•ื•ื™ ื‘ื•ื™ืขืŸ ืึท ื•ื•ืขื’ ืžืึทืคึผืข, ื–ื•ื›ืŸ ืคึฟืึทืจ ืึทื‘ื“ื–ืฉืขืงืก ืื•ืŸ ืกื˜ืึธืคึผืคึผื™ื ื’ ืœืขื‘ืŸ ื–ื™ื™, ืื•ืŸ ืึท ื ื•ืžืขืจ ืคื•ืŸ ืื ื“ืขืจืข. ืกื˜ื•ื“ืขื ื˜ืŸ ืงืขื ืขืŸ ืื•ื™ืš ืคืึธืจืฉืœืึธื’ืŸ ื–ื™ื™ืขืจ ืื™ื™ื’ืŸ ืคึผืจืึธื‘ืœืขื ืื•ืŸ ื ื™ืฉื˜ ื‘ืœื•ื™ื– ืฉืจื™ื™ึทื‘ืŸ ืึท ืคึผืจืึธื’ืจืึทื ืฆื• ืกืึธืœื•ื•ืข ืขืก, ืึธื‘ืขืจ ืื•ื™ืš ื’ืœื™ื™ืš ืœื•ื™ืคืŸ ืขืก ืื•ื™ืฃ ืึท ืคืึทืงื˜ื™ืฉ ืจืึธื‘ืึธื˜.

ืœืขืจื ืขืŸ


ื‘ืขืฉืึทืก ื“ื™ ืœืขืงืฆื™ืข, ืœืขืจืขืจืก ื“ืขืจืœืื ื’ื˜ ื“ืขื ืžืึทื˜ืขืจื™ืึทืœ ื ื™ืฆืŸ ืคืึทืจ-ืฆื•ื’ืขื’ืจื™ื™ื˜ ืคึผืจืขื–ืึทื ื˜ื™ื™ืฉืึทื ื–. ืขื˜ืœืขื›ืข ืงืœืืกืŸ ื–ืขื ืขืŸ ืจืขืงืึธืจื“ืขื“ ืื•ื™ืฃ ื•ื•ื™ื“ืขื ืึทื–ื•ื™ ืกื˜ื•ื“ืขื ื˜ืŸ ืงืขื ืขืŸ ื–ืขืŸ ื–ื™ื™ ืื™ืŸ ืฉื˜ื•ื‘. ื‘ืขืฉืึทืก ื“ื™ ืจืขืคึฟืขืจืึทื˜ืŸ, ืกื˜ื•ื“ืขื ื˜ืŸ ื’ืขื•ื•ื™ื™ื ื˜ ืžืึทื˜ืขืจื™ืึทืœืก ืื•ื™ืฃ ื–ื™ื™ืขืจ ืงืึธืžืคึผื™ื•ื˜ืขืจืก, ื’ืขืคืจืขื’ื˜ ืคืจืื’ืขืก, ืื•ืŸ ืกืึทืœื•ื•ื“ ืคึผืจืึธื‘ืœืขืžืก ืฆื•ื–ืึทืžืขืŸ ืื•ืŸ ื™ื ื“ื™ืคึผืขื ื“ืึทื ื˜ืœื™, ืžืืœ ื‘ื™ื™ึท ื“ื™ ื‘ืœืึทืงื‘ืึธืจื“. ื‘ืึทื–ื™ืจื˜ ืื•ื™ืฃ ื“ื™ ืจืขื–ื•ืœื˜ืึทื˜ืŸ ืคื•ืŸ ื“ืขืจ ืึทืจื‘ืขื˜, ื“ื™ ืจืึทื ื’ ืคื•ืŸ ื™ืขื“ืขืจ ืชึผืœืžื™ื“ ืื™ื– ืงืึทืœืงื™ืึทืœื™ื™ื˜ื™ื“ ืกืขืคึผืขืจืึทื˜ืœื™ ืื™ืŸ ืคืึทืจืฉื™ื“ืขื ืข ืกืึทื‘ื“ื–ืฉืขืงืฅ.

STEM ืื™ื ื˜ืขื ืกื™ื•ื•ืข ืœืขืจื ืขืŸ ืฆื•ื’ืึทื ื’

ื–ืืœ ืื•ื ื“ื– ื‘ืึทื˜ืจืึทื›ื˜ืŸ ื“ื™ ืคื™ืจื•ื ื’ ืคื•ืŸ ืงืœืืกืŸ ืื™ืŸ ื™ืขื“ืขืจ ื˜ืขืžืข ืื™ืŸ ืžืขืจ ื“ืขื˜ืึทืœ. ื“ืขืจ ืขืจืฉื˜ืขืจ ื˜ืขืžืข ืื™ื– ื’ืขื•ื•ืขืŸ ืœื™ื ืขืึทืจ ืึทืœื’ืขื‘ืจืึท. ืกื˜ื•ื“ืขื ื˜ืŸ ืคืืจื‘ืจืื›ื˜ ืื™ื™ืŸ ื˜ืึธื’ ืฆื• ืœืขืจื ืขืŸ ื•ื•ืขืงื˜ืึธืจืก ืื•ืŸ ืžืึทื˜ืจื™ืฅ, ืกื™ืกื˜ืขืžืขืŸ ืคื•ืŸ ืœื™ื ืขืึทืจ ื™ืงื•ื•ื™ื™ื–ืฉืึทื ื–, ืืื–"ื• ื•. ืคึผืจืึทืงื˜ื™ืฉ ื˜ืึทืกืงืก ื–ืขื ืขืŸ ืกื˜ืจืึทืงื˜ืฉืขืจื“ ื™ื ื˜ืขืจืึทืงื˜ื™ื•ื•ืœื™: ื“ื™ ืคืืจื’ืขืœื™ื™ื’ื˜ ืคืจืื‘ืœืขืžืขืŸ ื–ืขื ืขืŸ ืกืึทืœื•ื•ื“ ื™ื ื“ื™ื•ื•ื™ื“ื–ืฉื•ืึทืœื™, ืื•ืŸ ื“ืขืจ ืœืขืจืขืจ ืื•ืŸ ืื ื“ืขืจืข ืกื˜ื•ื“ืขื ื˜ืŸ ื”ืึธื‘ืŸ ืฆื•ื’ืขืฉื˜ืขืœื˜ ื‘ืึทืžืขืจืงื•ื ื’ืขืŸ ืื•ืŸ ืขืฆื•ืช.

STEM ืื™ื ื˜ืขื ืกื™ื•ื•ืข ืœืขืจื ืขืŸ ืฆื•ื’ืึทื ื’

ื“ื™ ืฆื•ื•ื™ื™ื˜ืข ื˜ืขืžืข ืื™ื– ืขืœืขืงื˜ืจืข ืื•ืŸ ืคึผืฉื•ื˜ ืกืขืจืงืึทืฅ. ืกื˜ื•ื“ืขื ื˜ืŸ ื”ืึธื‘ืŸ ื’ืขืœืขืจื ื˜ ื“ื™ ื™ืกื•ื“ื•ืช ืคื•ืŸ ืขืœืขืงื˜ืจืึธื“ื™ื ืึทืžื™ืง: ื•ื•ืึธื•ืœื˜ื™ื“ื–ืฉ, ืงืจืึทื ื˜, ืงืขื’ื ืฉื˜ืขืœ, ืึธื”ื ื’ืขื–ืขืฅ ืื•ืŸ ืงื™ืจื˜ืฉื”ืึธืคืฃ ื’ืขื–ืขืฆืŸ. ืคึผืจืึทืงื˜ื™ืฉ ื˜ืึทืกืงืก ื–ืขื ืขืŸ ื˜ื™ื™ืœ ื“ื•ืจื›ื’ืขืงืึธื›ื˜ ืื™ืŸ ื“ื™ ืกื™ืžื™ืึทืœื™ื™ื˜ืขืจ ืึธื“ืขืจ ื’ืขืขื ื“ื™ืงื˜ ืื•ื™ืฃ ื“ื™ ื‘ืจืขื˜, ืึธื‘ืขืจ ืžืขืจ ืฆื™ื™ื˜ ืื™ื– ืคืืจื‘ืจืื›ื˜ ืฆื• ื‘ื•ื™ืขืŸ ืคืึทืงื˜ื™ืฉ ืกืขืจืงืึทืฅ ืึทื–ืึท ื•ื•ื™ ืœืึธื’ื™ืง ืกืขืจืงืึทืฅ, ืึทืกืึทืœื™ื™ื˜ื™ื ื’ ืกืขืจืงืึทืฅ, ืขื˜ืง.

STEM ืื™ื ื˜ืขื ืกื™ื•ื•ืข ืœืขืจื ืขืŸ ืฆื•ื’ืึทื ื’

ื“ืขืจ ื•ื•ื™ื™ึทื˜ืขืจ ื˜ืขืžืข ืื™ื– ืงืึธืžืคึผื™ื•ื˜ืขืจ ืึทืจื˜ืฉื™ื˜ืขืงื˜ื•ืจืข - ืื™ืŸ ืึท ื–ื™ื ืขืŸ, ืึท ื‘ืจื™ืง ืงืึทื ืขืงื˜ื™ื ื’ ืคื™ื–ื™ืง ืื•ืŸ ืคึผืจืึธื’ืจืึทืžืžื™ื ื’. ืกื˜ื•ื“ืขื ื˜ืŸ ื’ืขืœืขืจื ื˜ ื“ื™ ืคื•ื ื“ืึทืžืขื ื˜ืึทืœ ื™ืกื•ื“, ื“ื™ ื‘ืึทื˜ื™ื™ึทื˜ ืคื•ืŸ ื•ื•ืึธืก ืื™ื– ืžืขืจ ื˜ืขืึธืจืขื˜ื™ืฉ ื•ื•ื™ ืคึผืจืึทืงื˜ื™ืฉ. ื•ื•ื™ ืคื™ืจ, ืกื˜ื•ื“ืขื ื˜ืŸ ื™ื ื“ื™ืคึผืขื ื“ืึทื ื˜ืœื™ ื“ื™ื–ื™ื™ื ื“ ืึทืจื™ื˜ืžืขื˜ื™ืง ืื•ืŸ ืœืึธื’ื™ืง ืกืขืจืงืึทืฅ ืื™ืŸ ื“ื™ ืกื™ืžื™ืึทืœื™ื™ื˜ืขืจ ืื•ืŸ ื‘ืืงื•ืžืขืŸ ืคื•ื ืงื˜ืŸ ืคึฟืึทืจ ื’ืขืขื ื“ื™ืงื˜ ื˜ืึทืกืงืก.

ื“ืขืจ ืคืขืจื˜ ื˜ืึธื’ ืื™ื– ื“ืขืจ ืขืจืฉื˜ืขืจ ื˜ืึธื’ ืคื•ืŸ ืคึผืจืึธื’ืจืึทืžืžื™ื ื’. ืคึผื™ื˜ื”ืึธืŸ 2 ืื™ื– ืื•ื™ืกื“ืขืจื•ื•ื™ื™ืœื˜ ื•ื•ื™ ื“ื™ ืคึผืจืึธื’ืจืึทืžืžื™ื ื’ ืฉืคึผืจืึทืš ื•ื•ื™ื™ึทืœ ืขืก ืื™ื– ื“ืขืจ ืื™ื™ื ืขืจ ื’ืขื ื™ืฆื˜ ืื™ืŸ ืจืึธืก ืคึผืจืึธื’ืจืึทืžืžื™ื ื’. ื“ืขืจ ื˜ืึธื’ ืื™ื– ื’ืขื•ื•ืขืŸ ืกื˜ืจืึทืงื˜ืฉืขืจื“ ื•ื•ื™ ื’ื™ื™ื˜: ืœืขืจืขืจืก ื”ืึธื‘ืŸ ื“ืขืจืœืื ื’ื˜ ื“ืขื ืžืึทื˜ืขืจื™ืึทืœ, ื’ืขื’ืขื‘ืŸ ื‘ื™ื™ืฉืคื™ืœืŸ ืคื•ืŸ ืกืึทืœื•ื•ื™ื ื’ ืคึผืจืึธื‘ืœืขืžืก, ื‘ืฉืขืช ืกื˜ื•ื“ืขื ื˜ืŸ ื”ืขืจืŸ ืฆื• ื–ื™ื™, ื–ื™ืฆืŸ ื‘ื™ื™ึท ื–ื™ื™ืขืจ ืงืึธืžืคึผื™ื•ื˜ืขืจืก, ืื•ืŸ ืื™ื‘ืขืจื—ื–ืจืŸ ื•ื•ืึธืก ื“ืขืจ ืœืขืจืขืจ ื’ืขืฉืจื™ื‘ืŸ ืื•ื™ืฃ ื“ื™ ื‘ืจืขื˜ ืึธื“ืขืจ ืจื•ืง. ื“ืขืจื ืึธืš ื“ื™ ืกื˜ื•ื“ืขื ื˜ืŸ ืกืึทืœื•ื•ื“ ืขื ืœืขืš ืคึผืจืึธื‘ืœืขืžืก ืื•ื™ืฃ ื–ื™ื™ืขืจ ืื™ื™ื’ืŸ, ืื•ืŸ ื“ื™ ืกืึทืœื•ืฉืึทื ื– ื–ืขื ืขืŸ ื“ืขืจื ืึธืš ืขื•ื•ืึทืœื•ืึทื˜ืขื“ ื“ื•ืจืš ื“ื™ ืœืขืจืขืจืก.

ื“ื™ ืคื™ื ืคื˜ ื˜ืึธื’ ืื™ื– ื“ืขื“ืึทืงื™ื™ื˜ืึทื“ ืฆื• ROS: ื“ื™ ื’ื™ื™ื– ื’ืขืœืขืจื ื˜ ื•ื•ืขื’ืŸ ืจืึธื‘ืึธื˜ ืคึผืจืึธื’ืจืึทืžืžื™ื ื’. ื“ืขื ื’ืึทื ืฆืŸ ืฉื•ืœึพื˜ืึธื’ ื–ืฒึทื ืขืŸ ื“ื™ ืชึผืœืžื™ื“ื™ื ื’ืขื–ืขืกืŸ ื‘ืฒึท ื–ื™ื™ืขืจืข ืงืึธืžืคึผื™ื•ื˜ืขืจืก, ืื•ื™ืกื’ืขืคึฟืึธืจืŸ ื“ืขื ืคึผืจืึธื’ืจืึทืึพืงืึธื“, ื•ื•ืึธืก ื“ืขืจ ืœืขืจืขืจ ื”ืึธื˜ ื’ืขืจืขื“ื˜. ื–ื™ื™ ื–ืขื ืขืŸ ื‘ื™ื›ื•ืœืช ืฆื• ืœื•ื™ืคืŸ ื™ืงืขืจื“ื™ืง ROS ื•ื ื™ืฅ ืื•ื™ืฃ ื–ื™ื™ืขืจ ืื™ื™ื’ืŸ ืื•ืŸ ื–ืขื ืขืŸ ืื•ื™ืš ื‘ืึทืงืขื ืขื  ืฆื• ื“ื™ Duckietown ืคึผืจื•ื™ืขืงื˜. ืื™ืŸ ื“ื™ ืกื•ืฃ ืคื•ืŸ ื“ืขื ื˜ืึธื’, ื“ื™ ืกื˜ื•ื“ืขื ื˜ืŸ ื–ืขื ืขืŸ ื’ืจื™ื™ื˜ ืฆื• ืึธื ื”ื™ื™ื‘ืŸ ื“ื™ ืคึผืจื•ื™ืขืงื˜ ื˜ื™ื™ืœ ืคื•ืŸ ื“ืขืจ ืฉื•ืœืข - ืกืึทืœื•ื•ื™ื ื’ ืคึผืจืึทืงื˜ื™ืฉ ืคึผืจืึธื‘ืœืขืžืก.

STEM ืื™ื ื˜ืขื ืกื™ื•ื•ืข ืœืขืจื ืขืŸ ืฆื•ื’ืึทื ื’

ื‘ืึทืฉืจื™ื™ึทื‘ื•ื ื’ ืคื•ืŸ ืื•ื™ืกื’ืขืงืœื™ื‘ืŸ ืคึผืจืึทื“ื–ืฉืขืงืก

ืกื˜ื•ื“ืขื ื˜ืŸ ื–ืขื ืขืŸ ื’ืขื‘ืขื˜ืŸ ืฆื• ืคืึธืจืขื ื˜ื™ืžื– ืคื•ืŸ ื“ืจื™ื™ึท ืื•ืŸ ืงืœื™ื™ึทื‘ืŸ ืึท ืคึผืจื•ื™ืขืงื˜ ื˜ืขืžืข. ื•ื•ื™ ืึท ืจืขื–ื•ืœื˜ืึทื˜, ื“ื™ ืคืืœื’ืขื ื“ืข ืคึผืจืึทื“ื–ืฉืขืงืก ื–ืขื ืขืŸ ืื ื’ืขื ื•ืžืขืŸ:

1. ืงืึธืœื™ืจ ืงืึทืœืึทื‘ืจื™ื™ืฉืึทืŸ. Duckiebot ื“ืึทืจืฃ ืงืึทืœืึทื‘ืจื™ืจืŸ ื“ื™ ืึทืคึผืึทืจืึทื˜ ื•ื•ืขืŸ ืœื™ื™ื˜ื™ื ื’ ื˜ื ืึธื™ื ื˜ื•ื™ืฉืŸ, ืึทื–ื•ื™ ืขืก ืื™ื– ืึทืŸ ืึธื˜ืึทืžืึทื˜ื™ืง ืงืึทืœืึทื‘ืจื™ื™ืฉืึทืŸ ืึทืจื‘ืขื˜. ื“ื™ ืคึผืจืึธื‘ืœืขื ืื™ื– ืึทื– ืงืึธืœื™ืจ ืจื™ื™ื ื“ื–ืฉืึทื– ื–ืขื ืขืŸ ื–ื™ื™ืขืจ ืฉืคึผื™ืจืขื•ื•ื“ื™ืง ืฆื• ืœื™ื›ื˜. ืคึผืึทืจื˜ื™ืกื™ืคึผืึทื ืฅ ื™ืžืคึผืœืึทืžืขื ืึทื“ ืึท ื ื•ืฆืŸ ื•ื•ืึธืก ื•ื•ืึธืœื˜ ื”ื•ื™ื›ืคึผื•ื ืงื˜ ื“ื™ ืคืืจืœืื ื’ื˜ ืคืืจื‘ืŸ ืื™ืŸ ืึท ืจืึทื (ืจื•ื™ื˜, ื•ื•ื™ื™ึทืก ืื•ืŸ ื’ืขืœ) ืื•ืŸ ื‘ื•ื™ืขืŸ ืจื™ื™ื ื“ื–ืฉืึทื– ืคึฟืึทืจ ื™ืขื“ืขืจ ืงืึธืœื™ืจ ืื™ืŸ HSV ืคึฟืึธืจืžืึทื˜.

2. ืงืึทื˜ืฉืงืข ื˜ืึทืงืกื™. ื“ืขืจ ื’ืขื“ืึทื ืง ืคื•ืŸ ื“ืขื ืคึผืจื•ื™ืขืงื˜ ืื™ื– ืึทื– Duckiebot ืงืขืŸ ื”ืึทืœื˜ืŸ ืœืขื‘ืŸ ืึท ื›ื™ื™ืคืขืฅ, ืงืœื™ื™ึทื‘ืŸ ืขืก ืื•ืŸ ื ืึธื›ื’ื™ื™ืŸ ืึท ื–ื™ื›ืขืจ ืžืึทืจืฉืจื•ื˜. ื ื”ืขืœ ื’ืขืœ ืงืึทื˜ืฉืงืข ืื™ื– ืื•ื™ืกื“ืขืจื•ื•ื™ื™ืœื˜ ื•ื•ื™ ื“ื™ ื›ื™ื™ืคืขืฅ.

STEM ืื™ื ื˜ืขื ืกื™ื•ื•ืข ืœืขืจื ืขืŸ ืฆื•ื’ืึทื ื’

3. ืงืึทื ืกื˜ืจืึทืงืฉืึทืŸ ืคื•ืŸ ืึท ื•ื•ืขื’ ื’ืจืึทืคื™ืง. ืขืก ืื™ื– ืึท ืึทืจื‘ืขื˜ ืคื•ืŸ ืงืึทื ืกื˜ืจืึทืงื˜ื™ื ื’ ืึท ื’ืจืึทืคื™ืง ืคื•ืŸ ืจืึธื•ื“ื– ืื•ืŸ ื™ื ื˜ืขืจืกืขืงืฉืึทื ื–. ื“ืขืจ ืฆื™ืœ ืคื•ืŸ ื“ืขื ืคึผืจื•ื™ืขืงื˜ ืื™ื– ืฆื• ื‘ื•ื™ืขืŸ ืึท ื•ื•ืขื’ ื’ืจืึทืคื™ืง ืึธืŸ ืคึผืจืึทื•ื•ื™ื™ื“ื™ื ื’ ืึท ืคึผืจื™ืึธืจื™ ื™ื ื•ื•ื™ื™ืจืึทื ืžืขื ืึทืœ ื“ืึทื˜ืŸ ืฆื• Duckiebot, ืจื™ืœื™ื™ื™ื ื’ ื‘ืœื•ื™ื– ืื•ื™ืฃ ืึทืคึผืึทืจืึทื˜ ื“ืึทื˜ืŸ.

4. ืคึผืึทื˜ืจืึธืœ ืžืึทืฉื™ืŸ. ื“ืขื ืคึผืจื•ื™ืขืงื˜ ืื™ื– ื™ื ื•ื•ืขื ื˜ืึทื“ ื“ื•ืจืš ื“ื™ ืกื˜ื•ื“ืขื ื˜ืŸ ื–ื™ืš. ื–ื™ื™ ื”ืึธื‘ืŸ ืคืืจื’ืขืœื™ื™ื’ื˜ ืœืขืจื ืขืŸ ืื™ื™ื ืขื ื“ื•ืงื™ืขื‘ืึธื˜, ืึท "ืคึผืึทื˜ืจืึธืœ", ื ืึธื›ืฆื•ื™ืึธื’ืŸ ืึทืŸ ืึทื ื“ืขืจืŸ, ืึท "ื”ืขืœืฆืขืจ". ืคึฟืึทืจ ื“ืขื ืฆื•ื•ืขืง, ื“ื™ ืžืขืงืึทื ื™ื–ืึทื ืคื•ืŸ ืฆื™ืœ ื“ืขืจืงืขื ื•ื ื’ ืžื™ื˜ ื“ื™ ArUco ืžืึทืจืงืขืจ ืื™ื– ื’ืขื ื™ืฆื˜. ื•ื•ื™ ื‘ืึทืœื“ ื•ื•ื™ ื“ืขืจ ื“ืขืจืงืขื ื•ื ื’ ืื™ื– ื’ืขืขื ื“ื™ืงื˜, ืึท ืกื™ื’ื ืึทืœ ืื™ื– ื’ืขืฉื™ืงื˜ ืฆื• ื“ื™ "ื™ื ื˜ืจื•ื“ืขืจ" ืฆื• ืคืึทืจืขื ื“ื™ืงืŸ ื“ื™ ืึทืจื‘ืขื˜.

STEM ืื™ื ื˜ืขื ืกื™ื•ื•ืข ืœืขืจื ืขืŸ ืฆื•ื’ืึทื ื’

ืงืึธืœื™ืจ ืงืึทืœืึทื‘ืจื™ื™ืฉืึทืŸ

ื“ืขืจ ืฆื™ืœ ืคื•ืŸ ื“ื™ ืงืึธืœืึธืจ ืงืึทืœื™ื‘ืจืึทื˜ื™ืึธืŸ ืคึผืจื•ื™ืขืงื˜ ืื™ื– ื’ืขื•ื•ืขืŸ ืฆื• ืกื˜ืจื•ื™ืขืจืŸ ื“ื™ ืงื™ื™ื˜ ืคื•ืŸ ืจืขืงืึทื’ื ื™ื™ื–ืึทื‘ืึทืœ ืžืึทืจืงื™ื ื’ ืคืืจื‘ืŸ ืฆื• ื ื™ื™ึทืข ืœื™ื™ื˜ื™ื ื’ ื˜ื ืึธื™ื. ืึธืŸ ืึทื–ืึท ืึทื“ื–ืฉืึทืกื˜ืžืึทื ืฅ, ื“ืขืจืงืขื ื•ื ื’ ืคื•ืŸ ื”ืึทืœื˜ืŸ ืฉื•ืจื•ืช, ืฉื˜ืขื’ ืกืขืคึผืขืจื™ื™ื˜ืขืจื– ืื•ืŸ ื•ื•ืขื’ ื‘ืึทื•ื ื“ืจื™ื– ื’ืขื•ื•ืืจืŸ ืคืึทืœืฉ. ืคึผืึทืจื˜ื™ืกืึทืคึผืึทื ืฅ ืคืืจื’ืขืœื™ื™ื’ื˜ ืึท ืœื™ื™ื–ื•ื ื’ ื‘ืื–ื™ืจื˜ ืื•ื™ืฃ ืคึผืจื™ืคึผืจืึธืกืขืกื™ื ื’ ืžืึทืจืงืึทืคึผ ืงืึธืœื™ืจืŸ ืคึผืึทื˜ืขืจื ื–: ืจื•ื™ื˜, ื’ืขืœ ืื•ืŸ ื•ื•ื™ื™ึทืก.

ื™ืขื“ืขืจ ืคื•ืŸ ื“ื™ ืคืืจื‘ืŸ ื”ืื˜ ืึท ืคึผืจื™ืกืขื˜ ืงื™ื™ื˜ ืคื•ืŸ HSV ืึธื“ืขืจ RGB ื•ื•ืึทืœื•ืขืก. ื ื™ืฆืŸ ื“ืขื ืงื™ื™ื˜, ืึทืœืข ื’ืขื‘ื™ื˜ืŸ ืคื•ืŸ ื“ื™ ืจืึทื ืžื™ื˜ ืคึผืึทืกื™ืง ืคืืจื‘ืŸ ื–ืขื ืขืŸ ื’ืขืคึฟื•ื ืขืŸ, ืื•ืŸ ื“ืขืจ ื’ืจืขืกื˜ืขืจ ืื™ื™ื ืขืจ ืื™ื– ืื•ื™ืกื’ืขืงืœื™ื‘ืŸ. ื“ืขื ืฉื˜ื— ืื™ื– ื’ืขื ื•ืžืขืŸ ื•ื•ื™ ื“ื™ ืงืึธืœื™ืจ ื•ื•ืึธืก ื“ืึทืจืฃ ื–ื™ื™ืŸ ื“ืขืจืžืื ื˜. ืกื˜ืึทื˜ื™ืกื˜ื™ืฉ ืคืึธืจืžื•ืœืึทืก ืึทื–ืึท ื•ื•ื™ ืงืึทืœืงื™ืึทืœื™ื™ื˜ื™ื ื’ ื“ื™ ื“ื•ืจื›ืฉื ื™ื˜ืœืขืš ืื•ืŸ ื ืึธืจืžืึทืœ ื“ื™ื•ื•ื™ื™ื™ืฉืึทืŸ ื–ืขื ืขืŸ ื’ืขื ื™ืฆื˜ ืฆื• ืึธืคึผืฉืึทืฆืŸ ื“ื™ ื ื™ื™ึทืข ืงืึธืœื™ืจ ืงื™ื™ื˜.

ื“ื™ ืงื™ื™ื˜ ืื™ื– ืจืขืงืึธืจื“ืขื“ ืื™ืŸ Duckiebot ืก ืึทืคึผืึทืจืึทื˜ ืงืึทื ืคื™ื’ื™ืขืจื™ื™ืฉืึทืŸ ื˜ืขืงืขืก ืื•ืŸ ืงืขื ืขืŸ ื–ื™ื™ืŸ ื’ืขื•ื•ื™ื™ื ื˜ ืฉืคึผืขื˜ืขืจ. ื“ื™ ื“ื™ืกืงืจื™ื™ื‘ื“ ืฆื•ื’ืึทื ื’ ืื™ื– ื’ืขื•ื•ืขืŸ ื’ืขื•ื•ืขื ื“ื˜ ืฆื• ืึทืœืข ื“ืจื™ื™ ืคืืจื‘ืŸ, ืœืขืกืึธืฃ ืคืึธืจืžื™ื ื’ ืจื™ื™ื ื“ื–ืฉืึทื– ืคึฟืึทืจ ื™ืขื“ืขืจ ืคื•ืŸ ื“ื™ ืžืึทืจืงืึทืคึผ ืคืืจื‘ืŸ.

ื˜ืขืกื˜ืก ื”ืึธื‘ืŸ ื’ืขื•ื•ื™ื–ืŸ ื›ึผืžืขื˜ ื’ืื ืฅ ื“ืขืจืงืขื ื•ื ื’ ืคื•ืŸ ืžืึทืจืงื™ื ื’ ืฉื•ืจื•ืช, ืึทื—ื•ืฅ ืื™ืŸ ืงืึทืกืขืก ื•ื•ืขืŸ ื“ื™ ืžืึทืจืงื™ื ื’ ืžืึทื˜ืขืจื™ืึทืœืก ื’ืขื ื™ืฆื˜ ื’ืœืึธืกื™ โ€‹โ€‹โ€‹โ€‹ื˜ืขืคึผ, ื•ื•ืึธืก ืจื™ืคืœืขืงืก ืœื™ื›ื˜ ืงื•ื•ืืœืŸ ืึทื–ื•ื™ ืฉื˜ืืจืง ืึทื– ืคึฟื•ืŸ ื“ื™ ืึทืคึผืึทืจืึทื˜ 'ืก ื•ื•ื™ื•ื™ื ื’ ื•ื•ื™ื ืงืœ ื“ื™ ืžืึทืจืงื™ื ื’ื– ืืจื•ื™ืก ื•ื•ื™ื™ึทืก, ืจืึทื’ืึทืจื“ืœืึทืก ืคื•ืŸ ื–ื™ื™ึทืŸ ืึธืจื™ื’ื™ื ืขืœ ืงืึธืœื™ืจ.

STEM ืื™ื ื˜ืขื ืกื™ื•ื•ืข ืœืขืจื ืขืŸ ืฆื•ื’ืึทื ื’

ืงืึทื˜ืฉืงืข ื˜ืึทืงืกื™

ื“ื™ ืงืึทื˜ืฉืงืข ื˜ืึทืงืกื™ ืคึผืจื•ื™ืขืงื˜ ื™ื ื•ื•ืึทืœื•ื•ื“ ื‘ื•ื™ืขืŸ ืึทืŸ ืึทืœื’ืขืจื™ื“ืึทื ืฆื• ื–ื•ื›ืŸ ืคึฟืึทืจ ืึท ืงืึทื˜ืฉืงืข ืคึผืึทืกืึทื–ืฉื™ืจ ืื™ืŸ ื“ืขืจ ืฉื˜ืึธื˜, ืื•ืŸ ื“ืขืจื ืึธืš ื˜ืจืึทื ืกืคึผืึธืจื˜ื™ืจืŸ ืขืก ืฆื• ื“ื™ ืคืืจืœืื ื’ื˜ ืคื•ื ื˜. ื“ื™ ืคึผืึทืจื˜ื™ืกืึทืคึผืึทื ืฅ ืฆืขื˜ื™ื™ืœื˜ ื“ืขื ืคึผืจืึธื‘ืœืขื ืื™ืŸ ืฆื•ื•ื™ื™: ื“ื™ื˜ืขืงืฉืึทืŸ ืื•ืŸ ื‘ืึทื•ื•ืขื’ื•ื ื’ ืฆื•ื–ืืžืขืŸ ื“ื™ ื’ืจืึทืคื™ืง.

ืกื˜ื•ื“ืขื ื˜ืŸ ื”ืึธื‘ืŸ ื“ื•ืจื›ื’ืขืงืึธื›ื˜ ืงืึทื˜ืฉืงืข ื“ื™ื˜ืขืงืฉืึทืŸ ื“ื•ืจืš ืžืึทื›ืŸ ื“ื™ ื”ืึทืฉืึธืจืข ืึทื– ืึท ืงืึทื˜ืฉืงืข ืื™ื– ืงื™ื™ืŸ ื’ืขื’ื ื˜ ืื™ืŸ ื“ื™ ืจืึทื ื•ื•ืึธืก ืงืขื ืขืŸ ื–ื™ื™ืŸ ืื ืขืจืงืขื ื˜ ื•ื•ื™ ื’ืขืœ, ืžื™ื˜ ืึท ืจื•ื™ื˜ ื“ืจื™ื™ึทืขืง (ืฉื ืึธื‘ืœ) ืื•ื™ืฃ ืขืก. ื•ื•ื™ ื‘ืึทืœื“ ื•ื•ื™ ืึทื–ืึท ืึท ื’ืขื’ื ื˜ ืื™ื– ื“ื™ื˜ืขืงื˜ืึทื“ ืื™ืŸ ื“ืขืจ ื•ื•ื™ื™ึทื˜ืขืจ ืจืึทื, ื“ื™ ืจืึธื‘ืึธื˜ ื–ืึธืœ ืฆื•ื’ืึทื ื’ ืขืก ืื•ืŸ ื“ืขืžืึธืœื˜ ื”ืึทืœื˜ืŸ ืคึฟืึทืจ ืึท ื‘ื™ืกืœ ืกืขืงื•ื ื“ืขืก, ืกื™ืžื™ืึทืœื™ื™ื˜ื™ื ื’ ื“ื™ ืœืึทื ื“ื™ื ื’ ืคื•ืŸ ืึท ืคึผืึทืกืึทื–ืฉื™ืจ.

ื“ืขืจื ืึธืš, ืžื™ื˜ ื“ื™ ื•ื•ืขื’ ื’ืจืึทืคื™ืง ืคื•ืŸ ื“ื™ ื’ืื ืฆืข ื“ื•ืงืงื™ืขื˜ืึธื•ื•ืŸ ืื•ืŸ ื“ื™ ื‘ืึธื˜ ืก ืฉื˜ืขืœืข ืกื˜ืึธืจื“ ืื™ืŸ ื–ื™ืงืึธืจืŸ ืื™ืŸ ืฉื˜ื™ื™ึทื’ืŸ, ืื•ืŸ ืื•ื™ืš ื‘ืึทืงื•ืžืขืŸ ื“ื™ ื“ืขืกื˜ื™ื ื™ื™ืฉืึทืŸ ื•ื•ื™ ืึทืจื™ื™ึทื ืฉืจื™ื™ึทื‘, ืคึผืึทืจื˜ื™ืกืึทืคึผืึทื ืฅ ื‘ื•ื™ืขืŸ ืึท ื•ื•ืขื’ ืคื•ืŸ ื“ื™ ืึธืคึผืคืึธืจ ืคื•ื ื˜ ืฆื• ื“ื™ ืึธื ืงื•ืžืขืŸ ืคื•ื ื˜, ื ื™ืฆืŸ Dijkstra ืก ืึทืœื’ืขืจื™ื“ืึทื ืฆื• ื’ืขืคึฟื™ื ืขืŸ ืคึผืึทื˜ืก ืื™ืŸ ื“ื™ ื’ืจืึทืคื™ืง . ื“ืขืจ ืจืขื–ื•ืœื˜ืึทื˜ ืื™ื– ื“ืขืจืœืื ื’ื˜ ื•ื•ื™ ืึท ืกื›ื•ื ืคื•ืŸ ืงืึทืžืึทื ื“ื– - ื˜ื•ืจื ืก ืื™ืŸ ื™ืขื“ืขืจ ืคื•ืŸ ื“ื™ ืคืืœื’ืขื ื“ืข ื™ื ื˜ืขืจืกืขืงืฉืึทื ื–.

STEM ืื™ื ื˜ืขื ืกื™ื•ื•ืข ืœืขืจื ืขืŸ ืฆื•ื’ืึทื ื’

ื’ืจืึทืคื™ืง ืจืึธื•ื“ื–

ื“ืขืจ ืฆื™ืœ ืคื•ืŸ ื“ืขื ืคึผืจื•ื™ืขืงื˜ ืื™ื– ื’ืขื•ื•ืขืŸ ืฆื• ื‘ื•ื™ืขืŸ ืึท ื’ืจืึทืคื™ืง - ืึท ื ืขืฅ ืคื•ืŸ ืจืึธื•ื“ื– ืื™ืŸ ื“ื•ืงื™ืขื˜ืึทื•ืŸ. ื“ื™ ื ืึธื•ื“ื– ืคื•ืŸ ื“ื™ ืจื™ื–ืึทืœื˜ื™ื ื’ ื’ืจืึทืคื™ืง ื–ืขื ืขืŸ ื™ื ื˜ืขืจืกืขืงืฉืึทื ื–, ืื•ืŸ ื“ื™ ืึทืจืงืก ื–ืขื ืขืŸ ืจืึธื•ื“ื–. ืฆื• ื˜ืึธืŸ ื“ืึธืก, Duckiebot ืžื•ื–ืŸ ื•ื™ืกืคืึธืจืฉืŸ ื“ื™ ืฉื˜ืึธื˜ ืื•ืŸ ืคื•ื ืึทื ื“ืขืจืงืœื™ื™ึทื‘ืŸ ื–ื™ื™ึทืŸ ืžืึทืจืฉืจื•ื˜.

ื‘ืขืฉืึทืก ื“ื™ ืึทืจื‘ืขื˜ ืื•ื™ืฃ ื“ื™ ืคึผืจื•ื™ืขืงื˜, ื“ืขืจ ื’ืขื“ืึทื ืง ืคื•ืŸ ืฉืืคืŸ ืึท ื•ื•ื™ื™ื˜ื™ื“ ื’ืจืึทืคื™ืง ืื™ื– ืงืึทื ืกื™ื“ืขืจื“, ืึธื‘ืขืจ ื“ืขืžืึธืœื˜ ืึทื•ื•ืขืงื’ืขื ื•ืžืขืŸ, ืื™ืŸ ื•ื•ืึธืก ื“ื™ ืคึผืจื™ื™ึทื– ืคื•ืŸ ืึท ื‘ืจืขื’ ืื™ื– ื‘ืืฉืœืืกืŸ ื“ื•ืจืš ื“ื™ ื•ื•ื™ื™ึทื˜ืงื™ื™ื˜ (ืฆื™ื™ื˜ ืฆื• ืึทืจื•ืžืคืึธืจืŸ) ืฆื•ื•ื™ืฉืŸ ื™ื ื˜ืขืจืกืขืงืฉืึทื ื–. ื“ ื™ ื“ื•ืจื›ืคื™ืจื•ื  ื’ ืคื• ืŸ ื“ืข ืจ ื“ืื–ื™ืงืข ืจ ืื™ื“ืขืข , ื”ื ื˜ ื–ื™ ืš ืืจื•ื™ืกื’ืขืฐื™ื– ืŸ ืฆ ื• ืืจื‘ืขื˜ึพืื™ื ื˜ืขื ืกื™ื•ื•ืข , ืื• ืŸ ืกืณืื™ ื– ื ื™ืฉ ื˜ ื’ืขืฐืข ืŸ ื’ืขื ื• ื’ ืฆืฒื˜ , ืื™ ืŸ ื“ืข ืจ ืฉื•ืœ .

ื•ื•ืขืŸ Duckiebot ืงื•ืžื˜ ืฆื• ื“ืขืจ ื•ื•ื™ื™ึทื˜ืขืจ ื™ื ื˜ืขืจืกืขืงืฉืึทืŸ, ืขืก ื˜ืฉื•ื–ื™ื– ื“ื™ ื•ื•ืขื’ ื•ื•ืึธืก ืคื™ืจืŸ ืื•ื™ืก ืคื•ืŸ ื“ื™ ื™ื ื˜ืขืจืกืขืงืฉืึทืŸ ื•ื•ืึธืก ืขืก ื”ืื˜ ื ื™ืฉื˜ ื ืึธืš ื’ืขื ื•ืžืขืŸ. ื•ื•ืขืŸ ืึทืœืข ื“ื™ ืจืึธื•ื“ื– ืื™ืŸ ืึทืœืข ื™ื ื˜ืขืจืกืขืงืฉืึทื ื– ื–ืขื ืขืŸ ื“ื•ืจื›ื’ืขื’ืื ื’ืขืŸ, ื“ื™ ื“ื–ืฉืขื ืขืจื™ื™ื˜ืึทื“ ืจืฉื™ืžื” ืคื•ืŸ ื™ื ื˜ืขืจืกืขืงืฉืึทืŸ ืึทื“ื–ืฉืึทืกืึทื ืกื™ื– ื‘ืœื™ื™ื‘ื˜ ืื™ืŸ ื“ื™ ื‘ืึธื˜ ืก ื–ื›ึผืจื•ืŸ, ื•ื•ืึธืก ืื™ื– ืงืึธื ื•ื•ืขืจื˜ืขื“ ืื™ืŸ ืึท ื‘ื™ืœื“ ืžื™ื˜ ื“ื™ Graphviz ื‘ื™ื‘ืœื™ืึธื˜ืขืง.

ื“ืขืจ ืึทืœื’ืขืจื™ื“ืึทื ืคืืจื’ืขืœื™ื™ื’ื˜ ื“ื•ืจืš ื“ื™ ืคึผืึทืจื˜ื™ืกืึทืคึผืึทื ืฅ ืื™ื– ื ื™ืฉื˜ ืคึผืึทืกื™ืง ืคึฟืึทืจ ืึท ื˜ืจืึทืค - ื“ื•ืงืงื˜ืึธื•ื•ืŸ, ืึธื‘ืขืจ ื’ืขืืจื‘ืขื˜ ื’ืขื–ื•ื ื˜ ืคึฟืึทืจ ืึท ืงืœื™ื™ืŸ ืฉื˜ืึธื˜ ืคื•ืŸ ืคื™ืจ ื™ื ื˜ืขืจืกืขืงืฉืึทื ื– ื’ืขื ื™ืฆื˜ ืื™ืŸ ื“ืขืจ ืฉื•ืœืข. ื“ืขืจ ื’ืขื“ืึทื ืง ืื™ื– ื’ืขื•ื•ืขืŸ ืฆื• ืœื™ื™ื’ืŸ ืึทืŸ ArUco ืžืึทืจืงืขืจ ืฆื• ื™ืขื“ืขืจ ื™ื ื˜ืขืจืกืขืงืฉืึทืŸ ืžื™ื˜ ืึทืŸ ื™ื ื˜ืขืจืกืขืงืฉืึทืŸ ืื™ื“ืขื ื˜ื™ื˜ืขื˜ ืฆื• ืฉืคึผื•ืจ ื“ื™ ืกื“ืจ ืื™ืŸ ื•ื•ืึธืก ื“ื™ ื™ื ื˜ืขืจืกืขืงืฉืึทื ื– ื–ืขื ืขืŸ ื’ืขื˜ืจื™ื‘ืŸ.
ื“ื™ ื“ื™ืึทื’ืจืึทืžืข ืคื•ืŸ โ€‹โ€‹ื“ื™ ืึทืœื’ืขืจื™ื“ืึทื ื“ืขื•ื•ืขืœืึธืคึผืขื“ ื“ื•ืจืš ื“ื™ ืคึผืึทืจื˜ื™ืกืึทืคึผืึทื ืฅ ืื™ื– ื’ืขื•ื•ื™ื–ืŸ ืื™ืŸ ื“ื™ ืคื™ื’ื•ืจ.

STEM ืื™ื ื˜ืขื ืกื™ื•ื•ืข ืœืขืจื ืขืŸ ืฆื•ื’ืึทื ื’

ืคึผืึทื˜ืจืึธืœ ืžืึทืฉื™ืŸ

ื“ืขืจ ืฆื™ืœ ืคื•ืŸ ื“ืขื ืคึผืจื•ื™ืขืงื˜ ืื™ื– ืฆื• ื–ื•ื›ืŸ, ื ืึธื›ื’ื™ื™ืŸ ืื•ืŸ ืคืึทืจื”ืึทืœื˜ืŸ ืึท ื•ื•ื™ื™ืึทืœื™ื™ื˜ื™ื ื’ ื‘ืึธื˜ ืื™ืŸ ื“ื™ ืฉื˜ืึธื˜ ืคื•ืŸ Duckietown. ื ืคึผืึทื˜ืจืึธืœ ื‘ืึธื˜ ืžื•ื–ืŸ ืžืึทืš ืฆื•ื–ืืžืขืŸ ื“ื™ ื•ื™ืกื•ื•ื™ื™ื ื™ืงืกื˜ ืจื™ื ื’ ืคื•ืŸ ืึท ืฉื˜ืึธื˜ ื•ื•ืขื’, ื–ื•ื›ืŸ ืคึฟืึทืจ ืึท ื‘ืึทื•ื•ื•ืกื˜ ื™ื ื˜ืจื•ื“ืขืจ ื‘ืึธื˜. ื ืึธืš ื“ื™ื˜ืขืงื˜ื™ื ื’ ืึท ื™ื ื˜ืจื•ื“ืขืจ, ื“ื™ ืคึผืึทื˜ืจืึธืœ ื‘ืึธื˜ ืžื•ื–ืŸ ื ืึธื›ืคืึธืœื’ืŸ ื“ื™ ื™ื ื˜ืจื•ื“ืขืจ ืื•ืŸ ืฆื•ื•ื™ื ื’ืขืŸ ืื™ื ืฆื• ื”ืึทืœื˜ืŸ.

ื“ื™ ืึทืจื‘ืขื˜ ืื ื’ืขื”ื•ื™ื‘ืŸ ืžื™ื˜ ื“ื™ ื–ื•ื›ืŸ ืคึฟืึทืจ ืึท ื’ืขื“ืึทื ืง ืฆื• ื“ื™ื˜ืขืงื˜ ืึท ื‘ืึธื˜ ืื™ืŸ ืึท ืจืึทื ืื•ืŸ ื“ืขืจืงืขื ืขืŸ ืึท ื™ื ื˜ืจื•ื“ืขืจ ืื™ืŸ ืขืก. ื“ื™ ืžืึทื ืฉืึทืคึฟื˜ ืคืืจื’ืขืœื™ื™ื’ื˜ ื™ืงื•ื•ื™ืคึผ ื™ืขื“ืขืจ ื‘ืึธื˜ ืื™ืŸ ื“ื™ ืฉื˜ืึธื˜ ืžื™ื˜ ืึท ื™ื™ื ืฆื™ืง ืžืึทืจืงืขืจ ืื•ื™ืฃ ื“ื™ ืฆื•ืจื™ืง - ืคึผื•ื ืงื˜ ื•ื•ื™ ืคืึทืงื˜ื™ืฉ ืงืึทืจืก ื”ืึธื‘ืŸ ืฉื˜ืึทื˜ ืจืขื’ื™ืกื˜ืจืึทืฆื™ืข ื ื•ืžืขืจืŸ. ArUco ืžืึทืจืงืขืจืก ื–ืขื ืขืŸ ืื•ื™ืกื“ืขืจื•ื•ื™ื™ืœื˜ ืคึฟืึทืจ ื“ืขื ืฆื•ื•ืขืง. ื–ื™ื™ ื”ืึธื‘ืŸ ืฉื•ื™ืŸ ื’ืขื•ื•ื™ื™ื ื˜ ื‘ื™ื– ืึทื”ืขืจ ืื™ืŸ ื“ื•ืงืงื˜ืึธื•ื•ืŸ ื•ื•ื™ื™ึทืœ ื–ื™ื™ ื–ืขื ืขืŸ ื’ืจื™ื ื’ ืฆื• ืึทืจื‘ืขื˜ืŸ ืžื™ื˜ ืื•ืŸ ืœืึธื–ืŸ ืื™ืจ ืฆื• ื‘ืึทืฉืœื™ืกืŸ ื“ื™ ืึธืจื™ืขื ื˜ื™ืจื•ื ื’ ืคื•ืŸ ื“ื™ ืžืึทืจืงืขืจ ืื™ืŸ ืคึผืœืึทืฅ ืื•ืŸ ื“ื™ ื•ื•ื™ื™ึทื˜ืงื™ื™ื˜ ืฆื• ืื™ื.

ื“ืขืจื ืึธืš, ืขืก ืื™ื– ื ื™ื™ื˜ื™ืง ืฆื• ืขื ืฉื•ืจ ืึทื– ื“ื™ ืคึผืึทื˜ืจืึธืœ ื‘ืึธื˜ ืืจื™ื‘ืขืจื’ืขืคืืจืŸ ืฉื˜ืจืขื ื’ ืื™ืŸ ื“ื™ ื•ื™ืกื•ื•ื™ื™ื ื™ืงืกื˜ ืงืจื™ื™ึทื– ืึธืŸ ืกื˜ืึธืคึผืคึผื™ื ื’ ืื™ืŸ ื™ื ื˜ืขืจืกืขืงืฉืึทื ื–. ื“ื•ืจืš ืคืขืœื™ืงื™ื™ึทื˜, Duckiebot ื‘ืื•ื•ืขื’ื˜ ืื™ืŸ ืึท ืฉื˜ืขื’ ืื•ืŸ ืกื˜ืึทืคึผืก ื‘ื™ื™ึท ื“ื™ ื”ืึทืœื˜ืŸ ืฉื•ืจื”. ื“ืขืจื ืึธืš, ืžื™ื˜ ื“ื™ ื”ื™ืœืฃ ืคื•ืŸ ื•ื•ืขื’ ื•ื•ืื•ื ื“ืขืจ, ืขืจ ื“ื™ื˜ืขืจืžืึทื ื– ื“ื™ ืงืึทื ืคื™ื’ื™ืขืจื™ื™ืฉืึทืŸ ืคื•ืŸ ื“ื™ ื™ื ื˜ืขืจืกืขืงืฉืึทืŸ ืื•ืŸ ืžืื›ื˜ ืึท ื‘ืจื™ืจื” ื•ื•ืขื’ืŸ ื“ื™ ืจื™ื›ื˜ื•ื ื’ ืคื•ืŸ ื“ื•ืจื›ืคืึธืจ ืคื•ืŸ ื“ื™ ื™ื ื˜ืขืจืกืขืงืฉืึทืŸ. ืคึฟืึทืจ ื™ืขื“ืขืจ ืคื•ืŸ ื“ื™ ื“ื™ืกืงืจื™ื™ื‘ื“ ืกื˜ืึทื’ืขืก, ืื™ื™ื ืขืจ ืคื•ืŸ ื“ื™ ืฉื˜ืึทื˜ืŸ ืคื•ืŸ ื“ื™ ืขื ื“ืœืขืš ืฉื˜ืึทื˜ ืžืึทืฉื™ืŸ ืคื•ืŸ ื“ื™ ืจืึธื‘ืึธื˜ ืื™ื– ืคืึทืจืึทื ื˜ื•ื•ืึธืจื˜ืœืขืš. ื›ึผื“ื™ ืฆื• ื‘ืึทืงื•ืžืขืŸ ื‘ืึทืคืจื™ื™ึทืขืŸ ืคื•ืŸ ืกื˜ืึทืคึผืก ืื™ืŸ ื“ื™ ื™ื ื˜ืขืจืกืขืงืฉืึทืŸ, ื“ื™ ืžืึทื ืฉืึทืคึฟื˜ ื’ืขื‘ื™ื˜ืŸ ื“ื™ ืฉื˜ืึทื˜ ืžืึทืฉื™ืŸ ืึทื–ื•ื™ ืึทื– ื•ื•ืขืŸ ื“ืขืจ ื‘ืึธื˜ ืื™ื– ื“ืขืจื ืขื ื˜ืขืจื  ื–ื™ืš ืฆื• ื“ื™ ืกื˜ืึธืคึผ ืœื™ื ื™ืข, ื“ื™ ื‘ืึธื˜ ืื™ื– ืžื™ื“ ืกื•ื•ื™ื˜ืฉื˜ ืฆื• ื“ื™ ืฉื˜ืึทื˜ ืคื•ืŸ ื“ืจื™ื™ื•ื•ื™ื ื’ ื’ืœื™ื™ึทืš ื“ื•ืจืš ื“ื™ ื™ื ื˜ืขืจืกืขืงืฉืึทืŸ.

ื“ืขืจ ื•ื•ื™ื™ึทื˜ืขืจ ืฉืจื™ื˜ ืื™ื– ื’ืขื•ื•ืขืŸ ืฆื• ืกืึธืœื•ื•ืข ื“ื™ ืคึผืจืึธื‘ืœืขื ืคื•ืŸ ืกื˜ืึธืคึผืคึผื™ื ื’ ื“ื™ ื™ื ื˜ืจื•ื“ืขืจ ื‘ืึธื˜. ื“ืขืจ ืงืึธืœืขืงื˜ื™ื•ื• ื”ืึธื˜ ื’ืขืžืื›ื˜ ื“ื™ ื”ืึทืฉืึธืจืข ืึทื– ื“ื™ ืคึผืึทื˜ืจืึธืœ ื‘ืึธื˜ ืงืขืŸ ื”ืึธื‘ืŸ SSH ืึทืงืกืขืก ืฆื• ื™ืขื“ืขืจ ืคื•ืŸ ื“ื™ ื‘ืึธืฅ ืื™ืŸ ื“ืขืจ ืฉื˜ืึธื˜, ื“ืึธืก ืื™ื–, ื”ืึธื‘ืŸ ืขื˜ืœืขื›ืข ืื™ื ืคึฟืึธืจืžืึทืฆื™ืข ื•ื•ืขื’ืŸ ื•ื•ืึธืก ื“ืขืจืœื•ื™ื‘ืขื ื™ืฉ ื“ืึทื˜ืŸ ืื•ืŸ ื•ื•ืึธืก ืื™ื“ืขื ื˜ื™ื˜ืขื˜ ื™ืขื“ืขืจ ื‘ืึธื˜ ื”ืื˜. ืื–ื•ื™, ื ืื›ืŸ ื“ืขื˜ืขืงื˜ื™ืจืŸ ื“ืขื ืื™ื ื˜ืจื•ื“ืขืจ, ื”ืื˜ ื“ืขืจ ืคืื˜ืจื•ืœ ื‘ืื˜ ืื ื’ืขื”ื•ื™ื‘ืŸ ื–ื™ืš ืคืืจื‘ื™ื ื“ืŸ ื“ื•ืจืš ืกืฉ ืฆื• ื“ืขื ืื™ื ื˜ืจื•ื“ืขืจ ื‘ืื˜ ืื•ืŸ ืคืืจืžืื›ื˜ ื–ื™ื™ืŸ ืกื™ืกื˜ืขื.

ื ืึธืš ื‘ืึทืฉื˜ืขื˜ื™ืงืŸ ืึทื– ื“ื™ ืฉืึทื˜ื“ืึทื•ืŸ ื‘ืึทืคึฟืขืœ ืื™ื– ื’ืขื•ื•ืขืŸ ื’ืขืขื ื“ื™ืงื˜, ื“ื™ ืคึผืึทื˜ืจืึธืœ ื‘ืึธื˜ ืื•ื™ืš ืคืืจืฉื˜ืืคื˜.
ื“ื™ ืึธืคึผืขืจืึทืฆื™ืข ืึทืœื’ืขืจื™ื“ืึทื ืคื•ืŸ ืึท ืคึผืึทื˜ืจืึธืœ ืจืึธื‘ืึธื˜ ืงืขื ืขืŸ ื–ื™ื™ืŸ ืจืขืคึผืจื™ื–ืขื ื˜ื™ื“ ื•ื•ื™ ื“ื™ ืคืืœื’ืขื ื“ืข ื“ื™ืึทื’ืจืึทืžืข:

STEM ืื™ื ื˜ืขื ืกื™ื•ื•ืข ืœืขืจื ืขืŸ ืฆื•ื’ืึทื ื’

ืืจื‘ืขื˜ืŸ ืื•ื™ืฃ ืคึผืจืึทื“ื–ืฉืขืงืก

ื“ื™ ืึทืจื‘ืขื˜ ืื™ื– ื’ืขื•ื•ืขืŸ ืึธืจื’ืึทื ื™ื–ื™ืจื˜ ืื™ืŸ ืึท ืคึฟืึธืจืžืึทื˜ ืขื ืœืขืš ืฆื• ืกืงืจืึทื: ื™ืขื“ืขืจ ืžืึธืจื’ืŸ ื“ื™ ืกื˜ื•ื“ืขื ื˜ืŸ ืคึผืœืึทื ื ืขื“ ืึทืจื‘ืขื˜ ืคึฟืึทืจ ื“ืขื ืงืจืึทื ื˜ ื˜ืึธื’, ืื•ืŸ ืื™ืŸ ื“ื™ ืึธื•ื•ื ื˜ ื–ื™ื™ ื’ืขืžืืœื“ืŸ ื•ื•ืขื’ืŸ ื“ื™ ืึทืจื‘ืขื˜.

ืื•ื™ืฃ ื“ืขืจ ืขืจืฉื˜ืขืจ ืื•ืŸ ืœืขืฆื˜ ื˜ืขื’, ืกื˜ื•ื“ืขื ื˜ืŸ ืฆื•ื’ืขื’ืจื™ื™ื˜ ืคึผืจืขื–ืึทื ื˜ื™ื™ืฉืึทื ื– ื“ื™ืกืงืจื™ื™ื‘ื™ื ื’ ื“ื™ ืึทืจื‘ืขื˜ ืื•ืŸ ื•ื•ื™ ืฆื• ืกืึธืœื•ื•ืข ืขืก. ื›ึผื“ื™ ืฆื• ื”ืขืœืคึฟืŸ ื“ื™ ืชึผืœืžื™ื“ื™ื ื ืึธื›ืคึฟืึธืœื’ืŸ ื–ื™ื™ืขืจืข ืื•ื™ืกื’ืขืงืœื™ื‘ืขื ืข ืคืœืขื ืขืจ, ื–ืฒึทื ืขืŸ ื›ึผืกื“ืจ ื’ืขื•ื•ืขืŸ ืœืขืจืขืจืก ืคึฟื•ืŸ ืจื•ืกืœืึทื ื“ ืื•ืŸ ืึทืžืขืจื™ืงืข ืื™ืŸ ื“ื™ ืฆื™ืžืขืจืŸ, ื•ื•ื•ึผ ืขืก ืื™ื– ืคึฟืึธืจื’ืขืงื•ืžืขืŸ ืึทืจื‘ืขื˜ ืื•ื™ืฃ ืคึผืจืึธื™ืขืงื˜ืŸ, ื’ืขืขื ื˜ืคึฟืขืจื˜ โ€‹โ€‹ืื•ื™ืฃ ืคึฟืจืึทื’ืขืก. ืงืึธืžื•ื ื™ืงืึทืฆื™ืข ืื™ื– ื’ืขื•ื•ืขืŸ ื‘ืคึฟืจื˜ ืื™ืŸ ืขื ื’ืœื™ืฉ.

ืจืขื–ื•ืœื˜ืึทื˜ืŸ ืื•ืŸ ื–ื™ื™ืขืจ ื“ืขืžืึทื ืกื˜ืจื™ื™ืฉืึทืŸ

ื“ื™ ืืจื‘ืขื˜ ืื•ื™ืฃ ื“ื™ ืคืจืื™ืขืงื˜ืŸ ื”ืื˜ ื’ืขื“ื•ื™ืขืจื˜ ืื™ื™ืŸ ื•ื•ืืš, ื ืื›ื“ืขื ื”ืื‘ืŸ ื“ื™ ืกื˜ื•ื“ืขื ื˜ืŸ ื“ืขืจืœืื ื’ื˜ ื–ื™ื™ืขืจืข ืจืขื–ื•ืœื˜ืื˜ืŸ. ื™ืขื“ืขืจ ื”ืึธื˜ ืฆื•ื’ืขื’ืจื™ื™ื˜ ืคึผืจืขื–ืึทื ื˜ื™ื™ืฉืึทื ื– ืื™ืŸ ื•ื•ืึธืก ื–ื™ื™ ื”ืึธื‘ืŸ ื’ืขืจืขื“ื˜ ื•ื•ืขื’ืŸ ื•ื•ืึธืก ื–ื™ื™ ื’ืขืœืขืจื ื˜ ืื™ืŸ ื“ืขืจ ืฉื•ืœืข, ื•ื•ืึธืก ื–ืขื ืขืŸ ื“ื™ ืžืขืจืกื˜ ื•ื•ื™ื›ื˜ื™ืง ืœืขืงืฆื™ืขืก ื–ื™ื™ ื’ืขืœืขืจื ื˜, ื•ื•ืึธืก ื–ื™ื™ ืœื™ื™ืงื˜ ืึธื“ืขืจ ื ื™ืฉื˜ ื•ื•ื™. ื ืึธืš ื“ืขื, ื™ืขื“ืขืจ ืžืึทื ืฉืึทืคึฟื˜ ื“ืขืจืœืื ื’ื˜ ื–ื™ื™ึทืŸ ืคึผืจื•ื™ืขืงื˜. ืึทืœืข ื˜ื™ืžื– ืงืึธื•ืคึผื˜ ืžื™ื˜ ื“ื™ ืึทืกื™ื™ื ื“ ื˜ืึทืกืงืก.

ื“ื™ ืžืึทื ืฉืึทืคึฟื˜ ื™ืžืคึผืœืึทืžืขื ื™ื ื’ ืงืึธืœื™ืจ ืงืึทืœืึทื‘ืจื™ื™ืฉืึทืŸ ื’ืขืขื ื“ื™ืงื˜ ื“ื™ ืคึผืจื•ื™ืขืงื˜ ืคืึทืกื˜ืขืจ ื•ื•ื™ ืื ื“ืขืจืข, ืึทื–ื•ื™ ื–ื™ื™ ืื•ื™ืš ื”ืึธื‘ืŸ ืฆื™ื™ื˜ ืฆื• ืฆื•ื’ืจื™ื™ื˜ืŸ ื“ืึทืงื™ื•ืžืขื ื˜ื™ื™ืฉืึทืŸ ืคึฟืึทืจ ื–ื™ื™ืขืจ ืคึผืจืึธื’ืจืึทื. ืื•ืŸ ื“ื™ ืžืึทื ืฉืึทืคึฟื˜ ืืจื‘ืขื˜ืŸ ืื•ื™ืฃ ื“ื™ ื•ื•ืขื’ ื’ืจืึทืคื™ืง, ืืคื™ืœื• ืื•ื™ืฃ ื“ื™ ืœืขืฆื˜ืข ื˜ืึธื’ ืื™ื™ื“ืขืจ ื“ื™ ืคึผืจื•ื™ืขืงื˜ ื“ืขืžืึทื ืกื˜ืจื™ื™ืฉืึทืŸ, ื’ืขืคืจื•ื•ื•ื˜ ืฆื• ืจืึทืคื™ื ื™ืจืŸ ืื•ืŸ ืจื™ื›ื˜ื™ืง ื–ื™ื™ืขืจ ืึทืœื’ืขืจื™ื“ืึทืžื–.

STEM ืื™ื ื˜ืขื ืกื™ื•ื•ืข ืœืขืจื ืขืŸ ืฆื•ื’ืึทื ื’

ืกืึธืฃ

ื ืึธืš ืงืึทืžืคึผืœื™ื˜ื™ื ื’ ืฉื•ืœืข, ืžื™ืจ ื’ืขื‘ืขื˜ืŸ ืกื˜ื•ื“ืขื ื˜ืŸ ืฆื• ืึธืคึผืฉืึทืฆืŸ ืคืึทืจื’ืึทื ื’ืขื ื”ื™ื™ื˜ ืึทืงื˜ื™ื•ื•ื™ื˜ืขื˜ืŸ ืื•ืŸ ืขื ื˜ืคึฟืขืจืŸ ืคึฟืจืื’ืŸ ื•ื•ืขื’ืŸ ื•ื•ื™ ื’ืขื–ื•ื ื˜ ื“ื™ ืฉื•ืœืข ื‘ืื’ืขื’ื ื˜ ื–ื™ื™ืขืจ ืขืงืกืคึผืขืงื˜ื™ื™ืฉืึทื ื–, ื•ื•ืึธืก ืกืงื™ืœื– ื–ื™ื™ ืงื•ื ื”, ืืื–"ื• ื•. ืึทืœืข ืกื˜ื•ื“ืขื ื˜ืŸ ื”ืึธื‘ืŸ ื‘ืืžืขืจืงื˜ ืึทื– ื–ื™ื™ ื’ืขืœืขืจื ื˜ ืฆื• ืึทืจื‘ืขื˜ืŸ ืื™ืŸ ืึท ืงืึธืœืขืงื˜ื™ื•ื•, ืคืึทืจืฉืคึผืจื™ื™ื˜ืŸ ื˜ืึทืกืงืก ืื•ืŸ ืคึผืœืึทืŸ ื–ื™ื™ืขืจ ืฆื™ื™ื˜.

ืกื˜ื•ื“ืขื ื˜ืŸ ื–ืขื ืขืŸ ืื•ื™ืš ื’ืขื‘ืขื˜ืŸ ืฆื• ืึธืคึผืฉืึทืฆืŸ ื“ื™ ื ื•ืฆื™ืงื™ื™ื˜ ืื•ืŸ ืฉื•ื•ืขืจื™ืงื™ื™ื˜ ืคื•ืŸ ื“ื™ ืงืึธืจืกืึทื– ื–ื™ื™ ื’ืขื ื•ืžืขืŸ. ืื• ืŸ ื“ ื ื–ืฒื ืข ืŸ ื’ืขืฉืืค ืŸ ื’ืขืฐืืจ ืŸ ืฆืฐ ืฒ ื’ืจื•ืคืข ืก ืืคืฉืืฆื•ื ื’ืข ืŸ : ืคื ืจ ืขื˜ืœืขื› ืข ื”ืื‘ ืŸ ื“ ื™ ืงื•ืจืก ืŸ ื ื™ืฉ ื˜ ื’ืขื”ื ื˜ ืงืฒ ืŸ ืฉืฐืขืจื™ืงืฒื˜ืŸ , ืื ื“ืขืจ ืข ื”ืื‘ ืŸ ื– ืฒ ื‘ืืฆืฒื›ื ื˜ , ื ื– ื–ืฒืข ืจ ืฉืฐืขืจ .

ื“ืขื ืžื™ื˜ืœ ืึทื– ื“ื™ ืฉื•ืœืข ื”ืื˜ ื’ืขื ื•ืžืขืŸ ื“ื™ ืจืขื›ื˜ ืฉื˜ืขืœืข ื“ื•ืจืš ืคืืจื‘ืœื™ื‘ืŸ ืฆื•ื˜ืจื™ื˜ืœืขืš ืคึฟืึทืจ ื‘ื™ื’ื™ื ืขืจื– ืื™ืŸ ืึท ื‘ืึทื–ื•ื ื“ืขืจ ืคืขืœื“, ืึธื‘ืขืจ ืื•ื™ืš ืฆื•ืฉื˜ืขืœืŸ ืžืึทื˜ืขืจื™ืึทืœืก ืคึฟืึทืจ ื™ื‘ืขืจื›ืึทื–ืขืจื•ื ื’ ืื•ืŸ ืงืึทื ืกืึทืœืึทื“ื™ื™ืฉืึทืŸ ื“ื•ืจืš ื™ืงืกืคึผื™ืจื™ืึทื ืกื˜ ืกื˜ื•ื“ืขื ื˜ืŸ. ืขืก ื–ืึธืœ ื–ื™ื™ืŸ ืื ื’ืขื•ื•ื™ื–ืŸ ืึทื– ื“ื™ ืคึผืจืึธื’ืจืึทืžืžื™ื ื’ ืงื•ืจืก (Python) ืื™ื– ื’ืขื•ื•ืขืŸ ื‘ืืžืขืจืงื˜ ื“ื•ืจืš ื›ึผืžืขื˜ ืึทืœืขืžืขืŸ ื•ื•ื™ ืึทื ืงืึทืžืคึผืœืึทืงื™ื™ื˜ื™ื“ ืึธื‘ืขืจ ื ื•ืฆื™ืง. ืœื•ื™ื˜ ื“ื™ ืกื˜ื•ื“ืขื ื˜ืŸ, ื“ื™ ืžืขืจืกื˜ ืฉื•ื•ืขืจ ืงื•ืจืก ืื™ื– ื’ืขื•ื•ืขืŸ "ืงืึธืžืคึผื™ื•ื˜ืขืจ ืึทืจื˜ืฉื™ื˜ืขืงื˜ื•ืจืข".

ื•ื•ืขืŸ ืžืขืŸ ื”ืึธื˜ ื’ืขืคืจืขื’ื˜ ื“ื™ ืชึผืœืžื™ื“ื™ื ื•ื•ืขื’ืŸ ื“ื™ ืฉื˜ืึทืจืงื™ื™ื˜ ืื•ืŸ ืฉื•ื•ืึทื›ืงื™ื™ื˜ืŸ ืคื•ืŸ ื“ืขืจ ืฉื•ืœืข, ื”ืึธื‘ืŸ ืคื™ืœืข ื’ืขืขื ื˜ืคืขืจื˜, ืึทื– ื–ื™ื™ ื”ืึธื‘ืŸ ื’ืขืคืขืœื˜ ื“ืขื ืื•ื™ืกื’ืขืงืœื™ื‘ืขื ืข ืœืขืจื ืขืŸ ื ื•ืกื—, ืื™ืŸ ื•ื•ืขืœื›ืŸ ื“ื™ ืœืขืจืขืจืก ื”ืึธื‘ืŸ ื’ืขื’ืขื‘ืŸ ืฉื ืขืœืข ืื•ืŸ ืคืขืจื–ืขื ืœืขื›ืข ื”ื™ืœืฃ ืื•ืŸ ื’ืขืขื ื˜ืคืขืจื˜ ืื•ื™ืฃ ืคืจืื’ืขืก.

ืกื˜ื•ื“ืขื ื˜ืŸ ืื•ื™ืš ื‘ืืžืขืจืงื˜ ืึทื– ื–ื™ื™ ืœื™ื™ืงื˜ ืืจื‘ืขื˜ืŸ ืื™ืŸ ื“ื™ ืžืึธื“ืข ืคื•ืŸ โ€‹โ€‹ื˜ืขื’ืœืขืš ืคึผืœืึทื ื™ืจื•ื ื’ ืคื•ืŸ ื–ื™ื™ืขืจ ื˜ืึทืกืงืก ืื•ืŸ ื‘ืึทืฉื˜ืขื˜ื™ืงืŸ ื–ื™ื™ืขืจ ืื™ื™ื’ืขื ืข ื“ืขื“ืœื™ื™ื ื–. ื•ื•ื™ ื“ื™ืกืึทื“ื•ื•ืึทื ื˜ื™ื“ื–ืฉื™ื–, ืกื˜ื•ื“ืขื ื˜ืŸ ื‘ืืžืขืจืงื˜ ื“ื™ ืคืขืœืŸ ืคื•ืŸ ื•ื•ื™ืกืŸ ืฆื•ื’ืขืฉื˜ืขืœื˜, ื•ื•ืึธืก ืื™ื– ืคืืจืœืื ื’ื˜ ื•ื•ืขืŸ ืืจื‘ืขื˜ืŸ ืžื™ื˜ ื“ื™ ื‘ืึธื˜: ื•ื•ืขืŸ ืงืึทื ืขืงื˜ื™ื ื’, ืคืืจืฉื˜ืื ื“ ื“ื™ ื‘ืึทืกื™ืงืก ืื•ืŸ ืคึผืจื™ื ืฆื™ืคึผืŸ ืคื•ืŸ ื–ื™ื™ึทืŸ ืึธืคึผืขืจืึทืฆื™ืข.

ื›ึผืžืขื˜ ืึทืœืข ืกื˜ื•ื“ืขื ื˜ืŸ ื”ืึธื‘ืŸ ื‘ืืžืขืจืงื˜ ืึทื– ื“ื™ ืฉื•ืœืข ื™ืงืกื™ื“ื™ื“ ื–ื™ื™ืขืจ ืขืงืกืคึผืขืงื˜ื™ื™ืฉืึทื ื–, ืื•ืŸ ื“ืึธืก ื™ื ื“ื™ืงื™ื™ืฅ ื“ื™ ืจืขื›ื˜ ืจื™ื›ื˜ื•ื ื’ ืฆื• ืึธืจื’ืึทื ื™ื–ื™ืจืŸ ื“ื™ ืฉื•ืœืข. ืื–ื•ื™, ื“ื™ ืึทืœื’ืขืžื™ื™ื ืข ืคึผืจื™ื ืฆื™ืคึผืŸ ื–ืึธืœ ื–ื™ื™ืŸ ื’ืขื”ืืœื˜ืŸ ื•ื•ืขืŸ ืึธืจื’ืึทื ื™ื–ื™ืจืŸ ื“ื™ ื•ื•ื™ื™ึทื˜ืขืจ ืฉื•ืœืข, ื’ืขื ื•ืžืขืŸ ืื™ืŸ ื—ืฉื‘ื•ืŸ ืื•ืŸ, ืื•ื™ื‘ ืžืขื’ืœืขืš, ื™ืœื™ืžืึทื ื™ื™ื˜ื™ื ื’ ื“ื™ ืฉืึธืจื˜ืงืึธืžื™ื ื’ืก ื‘ืืžืขืจืงื˜ ื“ื•ืจืš ืกื˜ื•ื“ืขื ื˜ืŸ ืื•ืŸ ืœืขืจืขืจืก, ืขืคืฉืขืจ ื˜ื•ื™ืฉืŸ ื“ื™ ืจืฉื™ืžื” ืคื•ืŸ ืงืึธืจืกืึทื– ืึธื“ืขืจ ื“ื™ ืฆื™ื™ื˜ ืคื•ืŸ ื–ื™ื™ืขืจ ืœืขืจื ืขืŸ.

ืึทืจื˜ื™ืงืœ ืžื—ื‘ืจื™ื: ืžืึทื ืฉืึทืคึฟื˜ ืœืึทื‘ืึธืจืึทื˜ืึธืจื™ืข ืคื•ืŸ โ€‹โ€‹ืจื™ืจืขื•ื•ื“ื™ืง ืจืึธื‘ืึธื˜ ืึทืœื’ืขืจื™ื“ืึทืžื– ะฒ JetBrains ืคืึธืจืฉื•ื ื’.

ืคึผืก ืื•ื ื“ื–ืขืจ ืคึฟื™ืจืžืข ื‘ืœืึธื’ ื”ืื˜ ืึท ื ื™ื™ึทืข ื ืึธืžืขืŸ. ืื™ืฆื˜ ืขืก ื•ื•ืขื˜ ื–ื™ื™ืŸ ื“ืขื“ืึทืงื™ื™ื˜ืึทื“ ืฆื• ื‘ื™ืœื“ื•ื ื’ืงืจื™ื™ื– ืคึผืจืึทื“ื–ืฉืขืงืก ืคื•ืŸ JetBrains.

ืžืงื•ืจ: www.habr.com

ืœื™ื™ื’ืŸ ืึท ื‘ืึทืžืขืจืงื•ื ื’