Learn AI for beginners

ืžื›ื™ืœ ืžื•ื“ืขื•ืช
+100
ื”ื•ื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

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

ืœืžื“ื• ื‘ื™ื ื” ืžืœืื›ื•ืชื™ืช ืฆืขื“ ืื—ืจ ืฆืขื“ ื‘ืขื–ืจืช ืืคืœื™ืงืฆื™ื™ืช ื”ืœืžื™ื“ื” ืฉืœื ื• ืœืžืชื—ื™ืœื™ื, ื”ื›ื•ืœืœืช ื›ืœื™ื ืื™ื ื˜ืจืืงื˜ื™ื‘ื™ื™ื. ืฉืœื˜ื• ื‘ื™ืกื•ื“ื•ืช ื”ื‘ื™ื ื” ื”ืžืœืื›ื•ืชื™ืช, ื—ืงืจื• ืžื•ืฉื’ื™ ืœืžื™ื“ืช ืžื›ื•ื ื” ื•ืชืจื’ืœื• ื”ื ื“ืกื” ืžื”ื™ืจื” ื‘ืืžืฆืขื•ืช ื”ื“ืจื›ื•ืช ืžืขืฉื™ื•ืช ื•ื“ื•ื’ืžืื•ืช ืžื”ืขื•ืœื ื”ืืžื™ืชื™. ื’ืœื• ื›ื™ืฆื“ ืœื”ืฉืชืžืฉ ื‘ื™ืขื™ืœื•ืช ื‘ื›ืœื™ ื‘ื™ื ื” ืžืœืื›ื•ืชื™ืช ืคื•ืคื•ืœืจื™ื™ื, ื›ื•ืœืœ ChatGPT ื•ืคืœื˜ืคื•ืจืžื•ืช ื‘ื™ื ื” ืžืœืื›ื•ืชื™ืช ื’ื ืจื™ื•ืช ืื—ืจื•ืช, ื‘ืขื–ืจืช ื—ื™ื“ื•ื ื™ื ืžื•ืชืืžื™ื ืื™ืฉื™ืช ื•ืžืขืงื‘ ืื—ืจ ื”ืชืงื“ืžื•ืช.

โญ ืชื›ื•ื ื•ืช ืขื™ืงืจื™ื•ืช:

ืืคืœื™ืงืฆื™ื™ืช ื”ืœืžื™ื“ื” ืฉืœื ื• ืœื‘ื™ื ื” ืžืœืื›ื•ืชื™ืช ืžืกืคืงืช ืœื›ื ื›ืœื™ื ืคืฉื•ื˜ื™ื ื•ื™ืขื™ืœื™ื ืœืฉืœื™ื˜ื” ื‘ื‘ื™ื ื” ืžืœืื›ื•ืชื™ืช:

โ— ืžื“ืจื™ืš ืžืขืฉื™ ืœืฉื™ืžื•ืฉ ื‘ื‘ื™ื ื” ืžืœืื›ื•ืชื™ืช ื’ื ืจื˜ื™ื‘ื™ืช ื›ื“ื™ ืœื”ืชื—ื™ืœ ืœืœืžื•ื“ ื‘ืงืœื•ืช
โ— ืžื‘ื•ื ืœืžื•ืฉื’ื™ื ื”ื‘ืกื™ืกื™ื™ื ืฉืœ ื‘ื™ื ื” ืžืœืื›ื•ืชื™ืช
โ— ื˜ื›ื ื™ืงื•ืช ื”ื ื—ื™ื” ื‘ื‘ื™ื ื” ืžืœืื›ื•ืชื™ืช ืœื™ื™ืขื•ืœ ื”ื™ืฆื™ืจื•ืช ืฉืœื›ื
โ— ื“ื•ื’ืžืื•ืช ืžืขืฉื™ื•ืช ืœื›ืœ ืกื•ื’ ืฉืœ ื™ืฆื™ืจื” ื‘ื‘ื™ื ื” ืžืœืื›ื•ืชื™ืช
โ— ืœืžื“ ื‘ื™ื ื” ืžืœืื›ื•ืชื™ืช ื‘ืงืœื•ืช ื•ื‘ืฉืœื‘ ืื—ืจ ืฉืœื‘

๐ŸŽฏ ืžื” ืชืœืžื“ื•:

โ— ื™ืกื•ื“ื•ืช ื‘ื™ื ื” ืžืœืื›ื•ืชื™ืช ื•ื™ืกื•ื“ื•ืช ืœืžื™ื“ืช ืžื›ื•ื ื”
โ— ื›ื™ืฆื“ ืœื”ืฉืชืžืฉ ื‘ืฆ'ืื˜ื‘ื•ื˜ื™ื ื’ื ืจื˜ื™ื‘ื™ื™ื ื•ื‘ื‘ื™ื ื” ืžืœืื›ื•ืชื™ืช ืื—ืจื™ื ื‘ื™ืขื™ืœื•ืช
โ— ื˜ื›ื ื™ืงื•ืช ื”ื ื“ืกืช ื”ื ื—ื™ื•ืช ืœืชืคื•ืงื•ืช ื‘ื™ื ื” ืžืœืื›ื•ืชื™ืช ื˜ื•ื‘ื•ืช ื™ื•ืชืจ
โ— ื™ืฆื™ืจืช ืชื•ื›ืŸ ื‘ื™ื ื” ืžืœืื›ื•ืชื™ืช ืœื‘ืœื•ื’ื™ื, ืžื“ื™ื” ื—ื‘ืจืชื™ืช ื•ืฉื™ื•ื•ืง
โ— ื™ืฆื™ืจืช ืชืžื•ื ื•ืช ืขื ื›ืœื™ ืืžื ื•ืช ื‘ื™ื ื” ืžืœืื›ื•ืชื™ืช (ื”ื ื—ื™ื•ืช ื˜ืงืกื˜ ืœืชืžื•ื ื”)
โ— ื™ืฆื™ืจืช ื•ื™ื“ืื• ื•ืžื•ื–ื™ืงื” ื‘ืืžืฆืขื•ืช ืคืœื˜ืคื•ืจืžื•ืช ื‘ื™ื ื” ืžืœืื›ื•ืชื™ืช
โ— ื™ืกื•ื“ื•ืช ืขื™ื‘ื•ื“ ืฉืคื” ื˜ื‘ืขื™ืช (NLP)
โ— ืžื•ืฉื’ื™ ืœืžื™ื“ื” ืขืžื•ืงื” ืžื•ืกื‘ืจื™ื ื‘ืคืฉื˜ื•ืช

โœจ ืœืžื” ืœื‘ื—ื•ืจ ื‘ืืคืœื™ืงืฆื™ื™ืช ื”ืœืžื™ื“ื” ื”ื–ื• ืœื‘ื™ื ื” ืžืœืื›ื•ืชื™ืช:

โ— ืงื•ืจืก ื‘ื™ื ื” ืžืœืื›ื•ืชื™ืช ืงืœ ืขื ื”ื“ืจื›ื•ืช ืžืขืฉื™ื•ืช ืœื›ื•ืœื
โ— ืžืขืจื›ืช ื—ื™ื“ื•ื ื™ื ืื™ื ื˜ืจืืงื˜ื™ื‘ื™ืช ืœื‘ื—ื™ื ื” ื•ื—ื™ื–ื•ืง ื”ื™ื“ืข ืฉืœื›ื
โ— ื›ืœื™ ืžืขืงื‘ ืื—ืจ ื”ืชืงื“ืžื•ืช ืœื ื™ื˜ื•ืจ ืžืกืข ื”ืœืžื™ื“ื” ืฉืœื›ื ื‘ื‘ื™ื ื” ืžืœืื›ื•ืชื™ืช
โ— ืžื™ืœื•ืŸ ืžื•ื ื—ื™ื ืื™ืฉื™ ืœื‘ื ื™ื™ืช ืื•ืฆืจ ื”ืžื™ืœื™ื ืฉืœื›ื ื‘ื‘ื™ื ื” ืžืœืื›ื•ืชื™ืช
โ— ื“ื•ื’ืžืื•ืช ืžืขืฉื™ื•ืช ื•ืชืจื’ื™ืœื™ื ืžืขืฉื™ื™ื
โ— ืขื“ื›ื•ื ื™ ืชื•ื›ืŸ ืฉื•ื˜ืคื™ื ื”ืžื›ืกื™ื ืืช ื”ื›ืœื™ื ื•ื”ื˜ื›ื ื•ืœื•ื’ื™ื•ืช ื”ืขื“ื›ื ื™ื™ื ื‘ื™ื•ืชืจ ืฉืœ ื‘ื™ื ื” ืžืœืื›ื•ืชื™ืช
โ— ืœืœื ืฆื•ืจืš ื‘ืงื™ื“ื•ื“ - ืžื•ืฉืœื ืœืœื•ืžื“ื™ื ืฉืื™ื ื ื˜ื›ื ื™ื™ื
โ— ืœืžื“ ื‘ืงืฆื‘ ืฉืœืš ืขื ืฉื™ืขื•ืจื™ื ืžื•ื‘ื ื™ื ื•ืงืœื™ื ืœืžืขืงื‘

๐Ÿ“š ืžื“ืจื™ืš ืœืžื™ื“ื” ื‘ื‘ื™ื ื” ืžืœืื›ื•ืชื™ืช:

ื”ืืคืœื™ืงืฆื™ื” ืฉืœื ื• ืžืกืคืงืช ืœืžื™ื“ื” ืงืœื” ื‘ื‘ื™ื ื” ืžืœืื›ื•ืชื™ืช ืœืžืชื—ื™ืœื™ื ื‘ืชื—ื•ื ื–ื” ื•ืœื›ืœ ืžื™ ืฉืžืขื•ื ื™ื™ืŸ ืœืฉืคืจ ืืช ื›ื™ืฉื•ืจื™ื•:

โ— ืžื‘ื•ื ืœื‘ื™ื ื” ืžืœืื›ื•ืชื™ืช: ืœืžื“ ืกืงื™ืจื” ื›ืœืœื™ืช ืฉืœ ื‘ื™ื ื” ืžืœืื›ื•ืชื™ืช ื‘ืฆื•ืจื” ืคืฉื•ื˜ื”
โ— ื™ืฆื™ืจืช ืชื•ื›ืŸ ื‘ื‘ื™ื ื” ืžืœืื›ื•ืชื™ืช: ืœืžื“ ื›ื™ืฆื“ ืœื™ืฆื•ืจ ื˜ืงืกื˜ ืœื™ืฆื™ืจืช ืชื•ื›ืŸ ืžืจืชืง
โ— ื™ืฆื™ืจืช ืชืžื•ื ื•ืช ื‘ื‘ื™ื ื” ืžืœืื›ื•ืชื™ืช: ื’ืœื” ื›ื™ืฆื“ ืœื™ืฆื•ืจ ืชืžื•ื ื•ืช ื‘ืืžืฆืขื•ืช ื”ื ื—ื™ื•ืช ื‘ื‘ื™ื ื” ืžืœืื›ื•ืชื™ืช
โ— ื™ืฆื™ืจืช ืกืจื˜ื•ื ื™ื ื‘ื‘ื™ื ื” ืžืœืื›ื•ืชื™ืช: ื’ืœื” ื›ื™ืฆื“ ืœื™ืฆื•ืจ ืกืจื˜ื•ื ื™ื ื‘ืืžืฆืขื•ืช ื”ื ื—ื™ื•ืช ืคืฉื•ื˜ื•ืช ื‘ื‘ื™ื ื” ืžืœืื›ื•ืชื™ืช
โ— ื™ืฆื™ืจืช ืžื•ื–ื™ืงื” ื‘ื‘ื™ื ื” ืžืœืื›ื•ืชื™ืช: ืœืžื“ ื›ื™ืฆื“ ืœื”ืœื—ื™ืŸ ืžื•ื–ื™ืงื” ื•ืœื™ืฆื•ืจ ืžื™ืœื•ืช ืฉื™ืจื™ื ื‘ืืžืฆืขื•ืช ื‘ื™ื ื” ืžืœืื›ื•ืชื™ืช
โ— ืฉืœื™ื˜ื” ื‘ื”ื ื—ื™ื•ืช ื‘ื‘ื™ื ื” ืžืœืื›ื•ืชื™ืช: ืœืžื“ ื˜ื›ื ื™ืงื•ืช ืœื™ื™ืขื•ืœ ื”ื™ืฆื™ืจื•ืช ืฉืœืš

๐Ÿ’ก ืžื•ืฉืœื ืขื‘ื•ืจ:

โ— ืžืชื—ื™ืœื™ื ืฉืจื•ืฆื™ื ืœืœืžื•ื“ ื‘ื™ื ื” ืžืœืื›ื•ืชื™ืช ืžืืคืก ืœืœื ื ื™ืกื™ื•ืŸ ืงื•ื“ื
โ— ืกื˜ื•ื“ื ื˜ื™ื ื”ื—ื•ืงืจื™ื ืžื•ืฉื’ื™ื ืฉืœ ืœืžื™ื“ืช ืžื›ื•ื ื” ื•ืœืžื™ื“ื” ืขืžื•ืงื”
โ— ื™ื•ืฆืจื™ ืชื•ื›ืŸ ื”ืžืฉืชืžืฉื™ื ื‘ื›ืœื™ ื‘ื™ื ื” ืžืœืื›ื•ืชื™ืช ืœื›ืชื™ื‘ื”, ืขื™ืฆื•ื‘, ื•ื™ื“ืื• ื•ืžื•ื–ื™ืงื”
โ— ืœื•ืžื“ื™ื ื—ื“ืฉื™ื ืฉืจื•ืฆื™ื ืœื”ื‘ื™ืŸ ื›ื™ืฆื“ ื”ื ื—ื™ื•ืช ืคื•ืขืœื•ืช
โ— ืื ืฉื™ ืžืงืฆื•ืข ื”ืžืขื•ื ื™ื™ื ื™ื ืœืฉืœื‘ ื‘ื™ื ื” ืžืœืื›ื•ืชื™ืช ื‘ืชื”ืœื™ืš ื”ืขื‘ื•ื“ื” ืฉืœื”ื
โ— ื›ืœ ืžื™ ืฉืกืงืจืŸ ืขืœ ื‘ื™ื ื” ืžืœืื›ื•ืชื™ืช ื™ืฆื™ืจืชื™ืช ืžื•ื“ืจื ื™ืช ื•ื™ื™ืฉื•ืžื™ื ื™ืฆื™ืจืชื™ื™ื.

๐Ÿš€ ื”ืชื—ื™ืœื• ืืช ื”ืžืกืข ืฉืœื›ื ื‘ื‘ื™ื ื” ืžืœืื›ื•ืชื™ืช ืขื•ื“ ื”ื™ื•ื:

ื‘ื™ืŸ ืื ืืชื ืจื•ืฆื™ื ืœืœืžื•ื“ ื”ื ื—ื™ื•ืช ื‘ื‘ื™ื ื” ืžืœืื›ื•ืชื™ืช, ืœื—ืงื•ืจ ืœืžื™ื“ืช ืžื›ื•ื ื”, ืœื™ืฆื•ืจ ืืžื ื•ืช ื‘ื‘ื™ื ื” ืžืœืื›ื•ืชื™ืช, ืื• ืคืฉื•ื˜ ืœื”ื‘ื™ืŸ ื›ื™ืฆื“ ื‘ื™ื ื” ืžืœืื›ื•ืชื™ืช ืคื•ืขืœืช, ื”ืืคืœื™ืงืฆื™ื” ืฉืœื ื• ืžืกืคืงืช ื“ืจืš ื ื’ื™ืฉื” ืœื”ืชื—ื™ืœ.

ื”ื•ืจื™ื“ื• ืืช ืืคืœื™ืงืฆื™ื™ืช Learn AI For Beginners ืขื›ืฉื™ื• ื•ื”ืชื—ื™ืœื• ืœื—ืงื•ืจ ื‘ื™ื ื” ืžืœืื›ื•ืชื™ืช ื‘ืฆื•ืจื” ืคืฉื•ื˜ื” ื•ืžืขืฉื™ืช.

๐Ÿ’ฌ ื”ืžืฉื•ื‘ ืฉืœื›ื ืขื•ื–ืจ ืœื ื• ืœืฉืคืจ ื•ืœื”ื•ืกื™ืฃ ื”ื“ืจื›ื•ืช ื—ื“ืฉื•ืช ืœื‘ื™ื ื” ืžืœืื›ื•ืชื™ืช. ืชื•ื“ื” ืฉืชืžื›ืชื ื‘ืžืฉื™ืžืชื ื• ืœื”ืคื•ืš ืืช ืœื™ืžื•ื“ื™ ื”ื‘ื™ื ื” ื”ืžืœืื›ื•ืชื™ืช ืœื ื’ื™ืฉื™ื ืœื›ื•ืœื!
ืขื“ื›ื•ืŸ ืื—ืจื•ืŸ ื‘ืชืืจื™ืš
28 ื‘ื ื•ื‘ื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.
ื”ืืคืœื™ืงืฆื™ื” ื”ื–ืืช ืขืฉื•ื™ื” ืœืฉืชืฃ ืืช ืกื•ื’ื™ ื”ื ืชื•ื ื™ื ื”ืืœื” ืขื ืฆื“ื“ื™ื ืฉืœื™ืฉื™ื™ื
ืžื™ืงื•ื, ืžื™ื“ืข ืขืœ ื”ืืคืœื™ืงืฆื™ื” ื•ื‘ื™ืฆื•ืขื™ ื”ืืคืœื™ืงืฆื™ื” ื•ืžื–ื”ื” ื”ืžื›ืฉื™ืจ ืื• ืžื–ื”ื™ื ืื—ืจื™ื
ื”ื ืชื•ื ื™ื ืžื•ืฆืคื ื™ื ื‘ื–ืžืŸ ื”ื”ืขื‘ืจื”
ืื™ ืืคืฉืจ ืœืžื—ื•ืง ืืช ื”ื ืชื•ื ื™ื

ืชืžื™ื›ื” ื‘ืืคืœื™ืงืฆื™ื”

ืžื™ื“ืข ืขืœ ืžืคืชื—ื™ ื”ืืคืœื™ืงืฆื™ื”
TAMIDE ALI
alifaces107@yahoo.com
Morocco

โ€ซืขื•ื“ ืžื‘ื™ืช Bidevoppsโ€Žโ€

ืืคืœื™ืงืฆื™ื•ืช ื“ื•ืžื•ืช