ืกื•ืจืง ืชืžื•ื ื” ืœื˜ืงืกื˜

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ื”ื•ืจื“ื•ืช
ืกื™ื•ื•ื’ ืชื•ื›ืŸ
ื›ื•ืœื
ืฆื™ืœื•ื ืžืกืš
ืฆื™ืœื•ื ืžืกืš
ืฆื™ืœื•ื ืžืกืš
ืฆื™ืœื•ื ืžืกืš
ืฆื™ืœื•ื ืžืกืš
ืฆื™ืœื•ื ืžืกืš
ืฆื™ืœื•ื ืžืกืš
ืฆื™ืœื•ื ืžืกืš
ืฆื™ืœื•ื ืžืกืš
ืฆื™ืœื•ื ืžืกืš
ืฆื™ืœื•ื ืžืกืš
ืฆื™ืœื•ื ืžืกืš
ืฆื™ืœื•ื ืžืกืš
ืฆื™ืœื•ื ืžืกืš
ืฆื™ืœื•ื ืžืกืš
ืฆื™ืœื•ื ืžืกืš
ืฆื™ืœื•ื ืžืกืš
ืฆื™ืœื•ื ืžืกืš
ืฆื™ืœื•ื ืžืกืš
ืฆื™ืœื•ื ืžืกืš
ืฆื™ืœื•ื ืžืกืš
ืฆื™ืœื•ื ืžืกืš
ืฆื™ืœื•ื ืžืกืš
ืฆื™ืœื•ื ืžืกืš

ืžื™ื“ืข ืขืœ ื”ืืคืœื™ืงืฆื™ื” ื”ื–ื•

ื‘ืจื•ื›ื™ื ื”ื‘ืื™ื ืœ-OCR -ืชืžื•ื ื” ืœื˜ืงืกื˜, ืฉื•ืชืฃ ื“ื™ื’ื™ื˜ืœื™ ื—ื“ืฉื ื™ ืฉื”ื•ืคืš ืืช ื”ืื™ื ื˜ืจืืงืฆื™ื” ืฉืœืš ืขื ืชืžื•ื ื•ืช ืœื—ื•ื•ื™ื” ื˜ืงืกื˜ื•ืืœื™ืช. ื‘ืขื–ืจืช ื˜ื›ื ื•ืœื•ื’ื™ื™ืช ื–ื™ื”ื•ื™ ืชื•ื•ื™ื ืื•ืคื˜ื™ (OCR), ื”ื›ืœื™ ื”ืžืงื•ื•ืŸ ืฉืœื ื• ื”ื•ืคืš ื‘ืฆื•ืจื” ื—ืœืงื” ืžื™ื“ืข ื—ื–ื•ืชื™ ืœื˜ืงืกื˜ ื”ื ื™ืชืŸ ืœืขืจื™ื›ื”.
ื›ื™ืฆื“ ืœื”ืฉืชืžืฉ ื‘ื–ื”ืžื—ื•ืœืœ ื˜ืงืกื˜ ืชืžื•ื ื”?
ื‘ืฆืข ืืช ื”ืฉืœื‘ื™ื ื”ืžืคื•ืจื˜ื™ื ืœื”ืœืŸ ื›ื“ื™ ืœืงื‘ืœ ืืช ื”ืชื•ืฆืื•ืช:
ืงืœื˜ ืชืžื•ื ื”: ื”ืชื—ืœ ื‘ื‘ื—ื™ืจืช ื”ืชืžื•ื ื” ื”ืžื›ื™ืœื” ืืช ื”ื˜ืงืกื˜ ืฉื‘ืจืฆื•ื ืš ืœื—ืœืฅ. ื”ืืคืœื™ืงืฆื™ื” ืฉืœื ื• ืžืฆื™ืขื” ืฉืชื™ ืืคืฉืจื•ื™ื•ืช ื ื•ื—ื•ืช ืœื›ืš:
ืœึดืœึฐื›ึผื•ึนื“:ืกืจื•ืง ืชืžื•ื ื” ื‘ืืžืฆืขื•ืช ืžืฆืœืžืช ื”ืžื›ืฉื™ืจ ืฉืœืš ื›ื“ื™ ืœื—ืœืฅ ืืช ื”ื˜ืงืกื˜. ืื™ื“ื™ืืœื™ ืขื‘ื•ืจ ืžืฆื‘ื™ื ื‘ื“ืจื›ื™ื ืื• ื›ืืฉืจ ืืชื” ืฆืจื™ืš ืœื”ืžื™ืจ ืžืกืžืš ืคื™ื–ื™ ื‘ืื•ืคืŸ ืžื™ื™ื“ื™.
ื’ืœืจื™ื”: ื‘ื—ืจ ืชืžื•ื ื” ืงื™ื™ืžืช ืžื”ื’ืœืจื™ื” ืฉืœ ื”ืžื›ืฉื™ืจ ืฉืœืš. ื‘ื—ื™ืจื” ืžื•ืฉืœืžืช ืขื‘ื•ืจ ืฆื™ืœื•ืžื™ ืžืกืš, ืชืžื•ื ื•ืช, ืžืกืžื›ื™ื ืื• ืงื‘ืฆื™ PDF ืฉื ืฉืžืจื• ืžืจืืฉ.
ื—ืชื•ืš ืชืžื•ื ื”: ืคืขื ื”ืœืกืจื•ืง ืชืžื•ื ื” ื”ืชื”ืœื™ืš ื ืขืฉื”, ื›ื•ื•ื ืŸ ืขื“ื™ืŸ ืืช ืื–ื•ืจ ื”ืขื ื™ื™ืŸ ืขืœ ื™ื“ื™ ื—ื™ืชื•ืš ื”ืชืžื•ื ื”. ื–ื” ืžื‘ื˜ื™ื— ืฉืœื ื•ืกื•ืจืง ื˜ืงืกื˜ OCR ืžืชืžืงื“ ืืš ื•ืจืง ื‘ื—ืœืง ื”ืจืœื•ื•ื ื˜ื™ ื”ืžื›ื™ืœ ืืช ื”ื˜ืงืกื˜, ื•ืžืฉืคืจ ืืช ื”ื“ื™ื•ืง ืฉืœ ื”ื”ืžืจื”.
ืœื—ืฅ ืขืœ "ืชื•ืฆืื”": ืœืื—ืจ ืฉืชืžื•ื ืชืš ื ื—ืชื›ื” ื›ืจืื•ื™, ืœื—ืฅ ืขืœ ื›ืคืชื•ืจ "ืชื•ืฆืื”". ื–ึถื”ืžื—ื•ืœืœ ื˜ืงืกื˜ ืชืžื•ื ื” ืœืื—ืจ ืžื›ืŸ ื™ืžืฉื™ืš ืœืกืจื•ืง ืืช ื”ืชืžื•ื ื”, ืœื–ื”ื•ืช ืืช ื”ื˜ืงืกื˜ ื•ืœื”ืžื™ืจ ืื•ืชื• ืœืคื•ืจืžื˜ ืงืจื™ื.
ืชื›ื•ื ื•ืช ืฉืœ ื–ื”ืชืžื•ื ื” ืœื˜ืงืกื˜ ืžึตืžึดื™ืจ
ืœื’ืžืจื™ ื—ื•ืคืฉื™
ื–ึถื”ืชืžื•ื ื” ืœื˜ืงืกื˜ ื”ืืคืœื™ืงืฆื™ื” ื—ื™ื ืžื™ืช ืœื—ืœื•ื˜ื™ืŸ ืœืฉื™ืžื•ืฉ. ืืชื” ืœื ืฆืจื™ืš ืœืฉืœื ื›ืœื•ื ื›ื“ื™ ืœื”ืฉืชืžืฉ ื‘ื›ืœ ื”ืชื›ื•ื ื•ืช ืฉืœ ื”ืืคืœื™ืงืฆื™ื” ื”ื–ื•.
ืฉืชื™ ื“ืจื›ื™ื ืœื”ื•ืกื™ืฃ ืชืžื•ื ื•ืช
ื–ึถื”ืืคืœื™ืงืฆื™ื™ืช ืกื•ืจืง ืชืžื•ื ื•ืช ื ื•ืชืŸ ืœืš ืฉืชื™ ื“ืจื›ื™ื ืœื”ื•ืกื™ืฃ ืชืžื•ื ื•ืช. ืืชื” ื™ื›ื•ืœ ืœื‘ื—ื•ืจ ืชืžื•ื ื” ืžื”ื’ืœืจื™ื” ืฉืœ ื”ื˜ืœืคื•ืŸ ืฉืœืš ืื• ืœืฆืœื ืชืžื•ื ื” ื—ื“ืฉื” ืขื ื”ืžืฆืœืžื” ืฉืœืš. ื–ื” ืžืงืœ ืขืœื™ืš ืœืงื‘ืœ ืืช ื”ื˜ืงืกื˜ ืฉืืชื” ืฆืจื™ืš ืžื›ืœ ืชืžื•ื ื”, ื‘ื›ืœ ืขืช.
ืฉืชืฃ ืืช ื”ื˜ืงืกื˜ ืฉืœืš
ืื—ืจื™ ื–ื”ืกื•ืจืง ื˜ืงืกื˜ ื”ืืคืœื™ืงืฆื™ื” ื”ื•ืคื›ืช ืืช ื”ืชืžื•ื ื” ืฉืœืš ืœื˜ืงืกื˜, ืืชื” ื™ื›ื•ืœ ืœืฉืชืฃ ืืช ื”ื˜ืงืกื˜ ื”ื–ื” ื‘ื›ืœ ืžืงื•ื. ืืชื” ื™ื›ื•ืœ ืœืคืจืกื ืื•ืชื• ื‘ืจืฉืชื•ืช ื—ื‘ืจืชื™ื•ืช, ืœืฉืœื•ื— ืื•ืชื• ื‘ื”ื•ื“ืขื”, ืื• ืœื”ืฉืชืžืฉ ื‘ื• ื‘ื›ืœ ื“ืจืš ืื—ืจืช ืฉืชืจืฆื”. ืชื›ื•ื ื” ื–ื• ืžืงืœื” ืขืœ ืฉื™ืชื•ืฃ ืžื™ื“ืข ืžืชืžื•ื ื•ืช ืขื ืื—ืจื™ื.
ืฉื™ืžื•ืฉ ื‘ืžืงืจื™ื ืฉืœ OCR -ืชืžื•ื ื” ืœื˜ืงืกื˜
1) ืžื—ืงืจ ืืงื“ืžื™
ื”ืกื•ืจืง ื˜ืงืกื˜ OCR ื™ื›ื•ืœ ืœื”ื™ื•ืช ื›ืœื™ ืžืฆื•ื™ืŸ ืขื‘ื•ืจ ืกื˜ื•ื“ื ื˜ื™ื ื•ื—ื•ืงืจื™ื ืฉืฆืจื™ื›ื™ื ืœื—ืœืฅ ื˜ืงืกื˜ ืžื—ื•ืžืจื™ื ืžื•ื“ืคืกื™ื ืื• ื”ืขืจื•ืช ื‘ื›ืชื‘ ื™ื“. ื”ืชืžื•ื ื” ืœื˜ืงืกื˜ ื”ืžืžื™ืจ ืžื‘ื˜ืœ ืืช ื”ืฆื•ืจืš ื‘ื”ืงืœื“ื” ื™ื“ื ื™ืช ืฉืœ ื”ืžื™ื“ืข, ื—ื•ืกืš ื–ืžืŸ ื•ืžืคื—ื™ืช ืืช ื”ืกื™ื›ื•ื™ ืœื˜ืขื•ื™ื•ืช.
2) ืชื™ืขื•ื“ ืขืกืงื™
ืื ืฉื™ ืขืกืงื™ื ื™ื›ื•ืœื™ื ืœื ืฆืœ ื–ืืชืืคืœื™ืงืฆื™ื™ืช ืกื•ืจืง ืชืžื•ื ื•ืช ืœื‘ืฆืข ื“ื™ื’ื™ื˜ืฆื™ื” ืฉืœ ืฆื•ืจื•ืช ืฉื•ื ื•ืช ืฉืœ ืžืกืžื›ื™ื ืžื•ื“ืคืกื™ื, ื›ื’ื•ืŸ ื—ืฉื‘ื•ื ื™ื•ืช, ืงื‘ืœื•ืช, ื—ื•ื–ื™ื ื•ืขื•ื“. ื–ื” ื™ื›ื•ืœ ืœืกื™ื™ืข ืจื‘ื•ืช ื‘ืฉืžื™ืจื” ืขืœ ืืจื›ื™ื•ืŸ ื“ื™ื’ื™ื˜ืœื™ ืžืื•ืจื’ืŸ ื•ื ื™ืชืŸ ืœื—ื™ืคื•ืฉ ื‘ืงืœื•ืช.
3) ืกื™ื•ืข ื‘ืงืจื™ืื”
ืขื‘ื•ืจ ืืœื” ืขื ืœื™ืงื•ื™ื™ ืจืื™ื™ื” ืื• ื“ื™ืกืœืงืฆื™ื”, ื”ื›ืชื‘ ื™ื“ ืœื˜ืงืกื˜ ื”ืžืžื™ืจ ื™ื›ื•ืœ ืœืขื–ื•ืจ ืขืœ ื™ื“ื™ ื”ืคื™ื›ืช ื˜ืงืกื˜ ืžืชืžื•ื ื•ืช ืื• ืžืกืžื›ื™ื ืœืคื•ืจืžื˜ ืฉื ื™ืชืŸ ืœืงืจื•ื ื‘ืงื•ืœ ืขืœ ื™ื“ื™ ืชื•ื›ื ืช ื˜ืงืกื˜ ืœื“ื™ื‘ื•ืจ.
4) ืชืจื’ื•ื ืฉืคื”
ืขื ืชืžื™ื›ื” ื‘ืœืžืขืœื” ืž-100 ืฉืคื•ืช, ืžืฉืชืžืฉื™ื ื™ื›ื•ืœื™ื ืœื”ืžื™ืจ ื˜ืงืกื˜ ืžืชืžื•ื ื•ืช ื•ืœืื—ืจ ืžื›ืŸ ืœื”ืฉืชืžืฉ ื‘ื›ืœื™ ืชืจื’ื•ื ื›ื“ื™ ืœื”ื‘ื™ืŸ ืืช ื”ืชื•ื›ืŸ ื‘ืฉืคื” ื”ืžื•ืขื“ืคืช ืขืœื™ื”ื. ื–ื” ืฉื™ืžื•ืฉื™ ื‘ืžื™ื•ื—ื“ ืœื”ื‘ื ืช ืฉืœื˜ื™ื, ืชืคืจื™ื˜ื™ื ืื• ืžืกืžื›ื™ื ื‘ืฉืคื” ื–ืจื”.
5) ื™ืฆื™ืจืช ืชื•ื›ืŸ
ืžืฉืคื™ืขื ื™ ืžื“ื™ื” ื—ื‘ืจืชื™ืช ืื• ื™ื•ืฆืจื™ ืชื•ื›ืŸ ื™ื›ื•ืœื™ื ืœื”ืฉืชืžืฉ ื‘ื›ืชื‘ ื™ื“ ืœื˜ืงืกื˜ ืืคืœื™ืงืฆื™ื” ืœื—ื™ืœื•ืฅ ืฆื™ื˜ื•ื˜ื™ื, ืขื•ื‘ื“ื•ืช ืื• ื›ืœ ืžื™ื“ืข ื›ืชื•ื‘ ืื—ืจ ืžืชืžื•ื ื•ืช ืื• ืงื•ื‘ืฆื™ PDF, ืžื” ืฉืžืงืœ ืขืœ ืฉื™ืชื•ืฃ ื”ืชื•ื›ืŸ ืื• ื™ื™ืขื•ื“ื• ืžื—ื“ืฉ.
ื”ื•ืจื“ืชืžื•ื ื” ืœื˜ืงืกื˜ ื”ื™ื•ื ื•ื”ืชื—ืœ ืœื”ืžื™ืจ ืชืžื•ื ื•ืช ืœื˜ืงืกื˜ืขืื˜ึถืงืกื˜ ืกื•ึนืจึตืง.
ืขื“ื›ื•ืŸ ืื—ืจื•ืŸ ื‘ืชืืจื™ืš
13 ื‘ืื•ื’ืณ 2025

ืื‘ื˜ื—ืช ื ืชื•ื ื™ื

ื›ื“ื™ ืœืฉืžื•ืจ ืขืœ ื”ื‘ื˜ื™ื—ื•ืช ืฆืจื™ืš ืงื•ื“ื ื›ืœ ืœื”ื‘ื™ืŸ ืื™ืš ื”ืžืคืชื—ื™ื ืื•ืกืคื™ื ื•ืžืฉืชืคื™ื ืืช ื”ื ืชื•ื ื™ื ืฉืœืš. ื ื•ื”ืœื™ ืคืจื˜ื™ื•ืช ื”ื ืชื•ื ื™ื ื•ืื‘ื˜ื—ืช ื”ื ืชื•ื ื™ื ืขืฉื•ื™ื™ื ืœื”ืฉืชื ื•ืช ื‘ื”ืชืื ืœืฉื™ืžื•ืฉ, ืœืื–ื•ืจ ื•ืœื’ื™ืœ ื”ืžืฉืชืžืฉ. ื”ืžืคืชื— ืกื™ืคืง ืืช ื”ืžื™ื“ืข ื”ื–ื” ื•ื”ื•ื ืขืฉื•ื™ ืœืขื“ื›ืŸ ืื•ืชื• ืžื“ื™ ืคืขื.

ืชืžื™ื›ื” ื‘ืืคืœื™ืงืฆื™ื”

ืžื™ื“ืข ืขืœ ืžืคืชื—ื™ ื”ืืคืœื™ืงืฆื™ื”
Asad Shehzad
askseo49@gmail.com
Dak Khana Khas, Chak No.241 RB, Tehsil Faislabad Sadar District Faisalabad Faisalabad, 38000 Pakistan

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