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ืคื•ืจื˜ืœ ื™ื“ืข

ืฉื™ืœื•ื‘ ื˜ื›ื ื•ืœื•ื’ื™ื” ื•"ื—ื›ืžืช ื”ืžื•ื ื™ื" - ืžืขื™ืจ ื—ื›ืžื” ืœืขื™ืจ ื’ืื•ื ื™ืช

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ืžืืช: ืฆื‘ื™ ื‘ืจื•ื ืจ | ืžืฉืจื“ ื”-CTO , ืžืœื ืชื™ื


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ื”ืžืจื—ื‘ ื”ืขื™ืจื•ื ื™ ื”ื™ืฉืจืืœื™ ื ืขืฉื” ืฆืคื•ืฃ ื™ื•ืชืจ ื•ื™ื•ืชืจ. ื›ืžื• ื‘ื›ืœ ื”ืขื•ืœื ื™ืฉ ืœื›ืš ืฆื“ื“ื™ื ืฉืœื™ืœื™ื™ื ืจื‘ื™ื: ื”ืคืงืงื™ื, ื”ื–ื™ื”ื•ื ื•ื”ืจืขืฉ. ื‘ื ื•ืกืฃ, ื’ื ื”ืชืฉืชื™ื•ืช ื”ืขื™ืจื•ื ื™ื•ืช ืœื ืขื•ืžื“ื•ืช ื‘ืงืฆื‘ ื’ื™ื“ื•ืœ ื”ืื•ื›ืœื•ืกื™ืŸ ื•ืœืขืชื™ื ืงืจื•ื‘ื•ืช, ืœื•ืงื— ืฉื ื™ื ืืจื•ื›ื•ืช ืœื”ืชืื™ืžืŸ ืœืฆืจื›ื™ ื”ืชื•ืฉื‘ื™ื. ืฉื™ืœื•ื‘ ื”ื’ื•ืจื ื”ืื ื•ืฉื™ ืฉืžืงื•ืจื• ื‘ืžืขื•ืจื‘ื•ืช ื”ืชื•ืฉื‘ื™ื ื‘ืขืจื•ืฆื™ื ื“ื™ื’ื˜ืœื™ื™ื ืžื’ื•ื•ื ื™ื ืžื”ื•ื•ื” ืคืงื˜ื•ืจ ืงืจื™ื˜ื™ ืœื”ืฆืœื—ืช ื”"ืขื™ืจ ื”ื—ื›ืžื”".


ืจืขื™ื•ืŸ ื”ืขื™ืจ ื”ื—ื›ืžื” ืืžื•ืจ ืœืชืช ืœืงืฉื™ื™ื ื”ื "ืœ ืžืขื ื”. ื–ื” ืื™ื ื• ืงื•ื ืกืคื˜ ื—ื“ืฉ - ื”ื‘ืื– ืงื™ื™ื ื›ื‘ืจ ืœืคื—ื•ืช ืขืฉื•ืจ- ืืš ื”ื•ื ื ืชืคืก ื‘ืงื•ื ื˜ืงืกื˜ ื˜ื›ื ื•ืœื•ื’ื™ ื‘ืขื™ืงืจ: ืžืขืจื›ื•ืช ื˜ื›ื ื•ืœื•ื’ื™ื•ืช ืžืชืงื“ืžื•ืช ืฉืœ ื—ื™ื™ืฉื ื™ื, ืžืขืจื›ื•ืช ืฉืœื™ื˜ื” ื•ื‘ืงืจื”, ืžืฆืœืžื•ืช ื•ืขื•ื“ ืžืขืจื›ื•ืช, ื›ืฉื›ื•ืœื ืžืชืžืžืฉืงื™ื ืœืื™ื ื˜ืจื ื˜ (IoT), ื”ืžื—ื‘ืจ ืืช ื”ื›ืœ ื•ื™ื•ืฆืจ ืžืืจื’ ืฉืœื™ื˜ื” ื—ื›ื ื”ื—ื•ืœืฉ ื›ืžืขื˜ ืขืœ ื›ืœ ื”ืคืขื™ืœื•ืช ื”ืขื™ืจื•ื ื™ืช. ืžื•ื“ืœ ื–ื” ืืžื•ืจ ืœืืคืฉืจ ืืช ืžื™ืจื‘ ื”ื™ืขื™ืœื•ืช ื•ื ื•ื—ื•ืช ื”ื—ื™ื™ื ืขื‘ื•ืจ ื”ืชื•ืฉื‘ื™ื.


ืชืฉืชื™ื•ืช ื•ืฉื™ืจื•ืชื™ื ืฉืœ ืขืจื™ื ื—ื›ืžื•ืช ืžื•ื˜ืžืขื™ื ื”ื™ื˜ื‘ ื‘ื›ืžื” ืขืจื™ื ื‘ื—ื•"ืœ. ื›ืžื” ืžื”ื‘ื•ืœื˜ื•ืช ื‘ื”ืŸ ื”ืŸ ืกื™ื ื’ืคื•ืจ, ื‘ืจืฆืœื•ื ื” ื•ืฆื™ืจื™ืš. ื‘ืขืจื™ื ืืœื• ืžืจื—ื‘ื™ื ื•ืคืขื™ืœื•ื™ื•ืช ืžื ื•ื˜ืจื•ืช ื‘ืื•ืคืŸ ืื•ื˜ื•ืžื˜ื™, ื•ื‘ืืžืฆืขื•ืช ืื™ืกื•ืฃ ื”ืžื™ื“ืข ื”ืฉื™ืจื•ืช ืžื•ืชืื ืœืขื•ืžืกื™ื ื•ืœืฆืจื›ื™ ื”ืฆื™ื‘ื•ืจ. ืžืชืื•ืจื” ื—ื›ืžื” ืฉื ื“ืœืงืช ื‘ืžืจื—ื‘ื™ื ื”ืฆื™ื‘ื•ืจื™ื™ื ืจืง ื›ืืฉืจ ืžื–ื•ื”ื” ืคืขื™ืœื•ืช ื•ืœื ื‘ืื•ืคืŸ ืงื‘ื•ืข ื‘ืฉืขื” ืžืกื•ื™ื™ืžืช, ืžืฆืœืžื•ืช ืฉืคืจื•ืกื•ืช ื‘ืจื—ื‘ื™ ื”ืขื™ืจ ื•ืžืืคืฉืจื•ืช ืžืฆื“ ืื—ื“ ืฆืžืฆื•ื ืคืฉื™ืขื”, ืœื›ืœื•ืš ืฉืœ ื”ืจื—ื•ื‘ื•ืช ื•ื›ื•',(ื›ืœื•ืžืจ ืžื ื™ืขื” ืฉืœ ืคืขื™ืœื•ืช ืฉืœื™ืœื™ืช) ื•ืžืฆื“ ืฉื ื™ ืžื ื˜ืจื•ืช ืขื•ืžืกื™ ืชื ื•ืขื”-ื•ืžืฉืคื™ืขื•ืช ืขืœ ื”ืจืžื–ื•ืจื™ื ื•ื ื™ืชื•ื‘ ื”ืชื ื•ืขื”, ื•ืžืคื’ืขื™ื ืฆื™ื‘ื•ืจื™ื™ื ืฉืžืื•ืชืจื™ื ื‘ืื•ืคืŸ ืื•ื˜ื•ืžืื˜ื™ ื›ืš ืฉื ื™ืชืŸ ืœื˜ืคืœ ื‘ื”ื ืžื™ื™ื“ื™ืช.


ืฉื™ืžื•ืฉ ื‘ื’ืœืื™ื ื•ืจื—ืคื ื™ื ื’ื ื”ื•ื ืžืืคืฉืจ ืืช ืฉื™ืคื•ืจ ื”ืžืขื ื” ืœืฆื™ื‘ื•ืจ- ืžืื™ืชื•ืจ ืžืงื•ืžื•ืช ื—ื ื™ื™ื” ืจื™ืงื™ื-ื•ื”ื›ื•ื•ื ื” ืืœื™ื”ื ื‘ืืคืœื™ืงืฆื™ื” ืขื™ืจื•ื ื™ืช, ื ื™ื˜ื•ืจ ืขื•ืžืกื™ื ื‘ืชื—ื ื•ืช ืชื—ื‘ื•ืจื” ืฆื™ื‘ื•ืจื™ืช ื•ืชื’ื‘ื•ืจ ื”ืงื•ื•ื™ื ื‘ื”ืชืื ื‘ืื•ืคืŸ ื’ืžื™ืฉ- ื’ื ืœื˜ื•ื‘ืช ืชื’ื‘ื•ืจ ืžื™ื™ื“ื™ ื•ื’ื ืœื˜ื•ื‘ืช ืœืžื™ื“ืช ืขื•ืžืกื™ื ื•ืชื›ื ื•ืŸ ื”ืชื—ื‘ื•ืจื” ื”ืขืชื™ื“ื™ืช.


ื”ื ื™ืชื•ื— ืฉืœ ื›ืœ ืžืงื•ืจื•ืช ื”ืžื™ื“ืข ืžืฉื•ืœื‘ ื‘ื›ืœื™ื™ ื—ื™ื–ื•ื™ ืžื‘ื•ืกืกื™ AI ื”ื•ืคืš ืืช ื”ืขืจื™ื ื”ืืœื• ืœื™ืขื™ืœื•ืช ื‘ืžื™ื•ื—ื“. ืื•ืœื, ืœืขืชื™ื ืงืจื•ื‘ื•ืช, ืœื ืžืฆืœื™ื—ื™ื ืœื”ื’ื™ืข ืœื™ืขื™ืœื•ืช ืžืงืกื™ืžืืœื™ืช ืœืžืจื•ืช ื›ืœ ื”ืงื“ืžื” ื”ื˜ื›ื ื•ืœื•ื’ื™ืช. ื”ืžื•ืžื—ื™ื ื‘ืชื—ื•ื ืžื ืกื™ื ืœืฉื›ืœืœ ืืช ื”ืžื•ื“ืœื™ื ื‘ืืžืฆืขื•ืชื ื ืขืฉื™ื ื”ื ื™ืชื•ื—ื™ื ืืš ื”ื ื›ืžืขื˜ ื•ืœื ืขื•ืฉื™ื ืฉื™ืžื•ืฉ ื‘ืžืฉืื‘ ืื—ื“ ืžืฉืžืขื•ืชื™ ืžืื•ื“ โ€“ ื”ืชื•ืฉื‘ื™ื ื›ื—ื™ื™ืฉื ื™ื ื‘ืžืงื‘ื™ืœ ืœื—ื™ื™ืฉื ื™ื ื”ื˜ื›ื ื•ืœื•ื’ื™ื™ื ื›ืžืงื•ืจ ืžื™ื“ืข ื•ืชื•ื‘ื ื•ืช ืขื‘ื•ืจ ื”ืขื™ืจ.


ื‘ืขื™ื“ืŸ ืฉื‘ื• ื ืขืฉื” ืฉื™ืœื•ื‘ ืฉืœ ื”ืžืจื—ื‘ ื”ื“ื™ื’ื™ื˜ืœื™ ื•ื”ื—ื‘ืจืชื™, ื—ืฉื•ื‘ ืœื›ืœ ืขื™ืจ ืœื ืฆืœ ืืช ืžืœื•ื ืžื’ื•ื•ืŸ ื”ื›ืœื™ื ื”ื–ืžื™ื ื™ื ื‘ื ื•ืฉื, ื•ืœื”ื˜ืžื™ืขื ืขื ืžืขืจื›ื•ืช ื ื™ื”ื•ืœ ื”ืขื™ืจ ื”ืžืกื•ืจืชื™ื•ืช. ืœื”ืœืŸ ืžืกืคืจ ื“ื•ื’ืžืื•ืช:

  • ืจื™ื›ื•ื– "ืจื’ืฉื•ืช" (sentiment) ื•ื“ื™ืขื•ืช ื”ืชื•ืฉื‘ื™ื, ืืฉืจ ืขื•ืœื™ื ืžื”ืจืฉืชื•ืช ื”ื—ื‘ืจืชื™ื•ืช, ืืชืจื™ ื—ื“ืฉื•ืช ื•ืืชืจื™ื ื“ื•ืžื™ื ื‘ืื•ืคืŸ ืื•ื˜ื•ืžื˜ื™ ื•ื‘ื–ืžืŸ ืืžืช. ื™ืฉื ื ืžืกืคืจ ื›ืœื™ื ื›ืืœื• ืชื—ืช ื”ืฉื ื”ื›ื•ืœืœ ืฉืœ Sentiment Analysis. ืžื™ืจื‘ ื”ื›ืœื™ื ื‘ืชื—ื•ื ื–ื” ืืฃ ืžื ืชื—ื™ื ืืช ื”ืžื™ื“ืข ื”ื ืงืœื˜ ืœืคื™ ื”ืจื’ืฉ (ื—ื™ื•ื‘ื™ ืื• ืฉืœื™ืœื™) ื•ืœืคื™ ืžื’ืžื•ืช ืขืœ ืคื ื™ ืฆื™ืจ ืฉืœ ื–ืžืŸ. ื ื™ืชืŸ ื’ื ืœื ืชื— ืืช ื”ืชื•ืฆืื•ืช ื‘ืขื–ืจืช ื›ืœื™ AI ื•-BI (ื‘ื™ื ื” ืžืœืื›ื•ืชื™ืช ื•ืžื•ื“ื™ืขื™ืŸ ืขืกืงื™).

  • ื™ืฉื ื ื›ืœื™ื ื˜ื›ื ื•ืœื•ื’ื™ื™ื ืฉื ื™ืชืŸ ืœื™ื™ืฉื ื“ืจื›ื ืžื ื’ื ื•ื ื™ื ืชืคืขื•ืœื™ื™ื ื”ืžืฉืœื‘ื™ื ืืช ืžืขื•ืจื‘ื•ืช ื”ืชื•ืฉื‘ื™ื ื‘ื ื™ื”ื•ืœ ื”ืขื™ืจื™ื™ื”. ืœืžืฉืœ, ืกื™ื•ืข ื”ื“ื“ื™ ื‘ื™ืŸ ืชื•ืฉื‘ื™ ื”ืขื™ืจ, ื”ืชื ื“ื‘ื•ืช ืฉืœ ืชื•ืฉื‘ื™ื ืœืžื’ื•ื•ืŸ ืจื—ื‘ ืฉืœ ืคืขื™ืœื•ื™ื•ืช ืขื™ืจื•ื ื™ื•ืช ื•ื›ืžื•ื‘ืŸ ื’ื ืœื”ื’ืฉืช ืชืœื•ื ื•ืช ืขืœ ืžื“ืจื›ื” ืฉื‘ื•ืจื” ื•ืขืฅ ืฉื ื•ื˜ื” ืœื™ืคื•ืœ. ื›ืืžื•ืจ, ื ื™ืชืŸ ืœื”ื˜ืžื™ืข ื•ืœืืžืช ืžื™ื“ืข ืžืกื•ื’ ื–ื” ืขืœ ื™ื“ื™ 'ื”ื™ืชื•ืš' ืžื™ื“ืข ื‘ืขื–ืจืช ื—ื™ื™ืฉื ื™ื ื›ื’ื•ืŸ ืžืฆืœืžื•ืช ืื• ืจื—ืคื ื™ื ืืฉืจ ื™ืชืขื“ื• ืืช ื”ืชืœื•ื ื”. ื ื™ืชืŸ ืœืžืฉืœ ืœืขืฉื•ืช ืฉื™ืžื•ืฉ ื‘ืืคืœื™ืงืฆื™ื” ืฉื”ืชื•ืฉื‘ื™ื ืžืฆืœืžื™ื ื•ืžืขืœื™ื ืืช ื”ืชืžื•ื ื” ื›ืš ืฉื ื™ืชืŸ ืžื™ื“ ืœื–ื”ื•ืช ืืช ืžื™ืงื•ื ื”ืžืคื’ืข ื•ืœื ื”ืœ ืืช ื”ืื™ืจื•ืข-ืœืฉืœื•ื— ืฆื•ื•ืช, ืœื—ื–ื•ืจ ืขื ืคื™ื“ื‘ืง ืœืชื•ืฉื‘ ื•ื›ื•'.

  • ื“ื™ื’ื™ื˜ืฆื™ื” ืฉืžืืคืฉืจืช ืœืชื•ืฉื‘ ืœื‘ืฆืข ื”ืจืฉืžื” ืขืฆืžื™ืช ืœืื™ืจื•ืขื™ื, ื’ื ื™ื, ืงื™ื™ื˜ื ื•ืช ื•ื”ืจืฆืื•ืช. ื›ืžื• ื›ืŸ, ืžืขืจื›ืช ื›ื–ื• ื™ื›ื•ืœื” ืœื ื”ืœ ืชืคื•ืกืช ืื•ืœื, ืชืฉืœื•ื ื•ื”ื ื—ื•ืช. ืืœื• ื›ืœื™ื ืฉื›ื‘ืจ ืžื™ื•ืฉืžื™ื- ื”ืฉืœื‘ ื”ื‘ื, ื”ื•ื ืœืขืฉื•ืช ื ื™ืชื•ื— ืจืฆื•ื ื•ืช ื•ื”ืชืขื ื™ื™ื ื•ืช ื”ืชื•ืฉื‘ื™ื ื‘ื ื•ืฉืื™ื ืฉื•ื ื™ื ื•ืœื—ื–ื•ืช ื“ืจื™ืฉื•ืช ืขืชื™ื“ื™ื•ืช.

  • ืžื˜ื‘ืขื•ืช ื•ื™ืจื˜ื•ืืœื™ื™ื- ื ื™ืชืŸ ืœืขื•ื“ื“ ื”ืฉืชืชืคื•ืช ื•ื”ืชื ื“ื‘ื•ืช ื‘ืงื”ื™ืœื” ื‘ืฉื™ืœื•ื‘ ืชืžื™ื›ื” ื‘ืขืกืงื™ื ืžืงื•ืžื™ื™ื ื•ืขื™ืจื•ื ื™ื™ื ื‘ืขื–ืจืช ืžื˜ื‘ืข ื•ื™ืจื˜ื•ืืœื™ ืงื”ื™ืœืชื™. ื ื™ืชืŸ ืœื”ืขื ื™ืง ืžื˜ื‘ืขื•ืช ื•ื•ื™ืจื˜ื•ืืœื™ื™ื ืœืชื•ืฉื‘ื™ื ื”ืžืกื™ื™ืขื™ื ืœืชืคืงื•ื“ ื”ืขื™ืจ ื•ืžืชื ื“ื‘ื™ื ืœืชื•ืขืœืชื”. ื”ืฉื™ืžื•ืฉ ื‘ืžื˜ื‘ืข ื™ื•ื’ื‘ืœ ืจืง ื‘ืชื•ืš ื”ืขื™ืจ ื•ื‘ืขืกืงื™ื ืžืงื•ืžื™ื™ื. ื›ืš ื ื™ืชืŸ ืœื”ืจื•ื•ื™ื— ืคืขืžื™ื™ืโ€“ ื’ื ืœืขื•ื“ื“ ื”ืชื ื“ื‘ื•ืช ื•ื’ื ืœืกื™ื™ืข ืœืฆืžื™ื—ืช ืขืกืงื™ื ืžืงื•ืžื™ื™ื.


ื ื™ืชืŸ ืœื”ืฉืชืžืฉ ื‘ื›ืœื™ื ื ื•ืกืคื™ื ื”ื“ื•ืžื™ื ืœืืœื• ืฉื”ื•ื–ื›ืจื• ืœืขื™ืœ. ืืš ื”ืžืกืงื ื” ื‘ืจื•ืจื”: ื—ืฉื•ื‘ ืœืฉืœื‘ ืืช ื”ืชื•ืฉื‘ื™ื ื‘ืžืขืจื›ื•ืช ืœื ื™ื”ื•ืœ ืขืจื™ื ื—ื›ืžื•ืช ื•ืœื ืฆืœ ืืช ื”ืžื™ื“ืข ื”ื™ืงืจ ืืฉืจ ืžื•ืขื‘ืจ ืžื”ื ื‘ืื•ืคืŸ ื™ืฉื™ืจ ืื• ืขืงื™ืฃ , ืชื•ืš ื”ืฆืœื‘ื” ืขื ื˜ื›ื ื•ืœื•ื’ื™ื•ืช ื”ื—ื™ื™ืฉื ื™ื ืœืžื™ื ื™ื”ืŸ, ื›ื“ื™ ืœื”ืคื•ืš ืขื™ืจ ื—ื›ืžื” ืœืขื™ืจ "ื’ืื•ื ื™ืช", ืืฉืจ ื‘ืขื–ืจืช ืžืขืจื›ื•ืช AI ืžืชืงื“ืžื•ืช ืชื“ืข ืœื”ืชืื™ื ืืช ืขืฆืžื” ืœืชื•ืฉื‘ื™ื” ื‘ืื•ืคืŸ ืชืžื™ื“ื™.

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