Python Quiz

ืžื›ื™ืœ ืžื•ื“ืขื•ืชืจื›ื™ืฉื•ืช ืžืชื•ืš ื”ืืคืœื™ืงืฆื™ื”
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ื”ื•ืจื“ื•ืช
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ืฆื™ืœื•ื ืžืกืš
ืฆื™ืœื•ื ืžืกืš
ืฆื™ืœื•ื ืžืกืš
ืฆื™ืœื•ื ืžืกืš
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ื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 ืžืฉื—ืง ื–ื”

ื”ื’ื“ืœ ืืช ื›ื™ืฉื•ืจื™ืš ื‘ืชื›ื ื•ืช ืคื™ื™ืชื•ืŸ, ื’'ื ื’ื•, ืœืžื™ื“ืช ืžื›ื•ื ื”, ืžื‘ื ื™ ื ืชื•ื ื™ื, ืืœื’ื•ืจื™ืชืžื™ื ื•ืกืคืจื™ื•ืช ืคื™ื™ืชื•ืŸ ืคื•ืคื•ืœืจื™ื•ืช ืขื ืืคืœื™ืงืฆื™ื™ืช ื”ื—ื™ื“ื•ืŸ ื”ืžืงื™ืคื” ืฉืœื ื•, ื”ืžื™ื•ืขื“ืช ืœืœื•ืžื“ื™ื ื‘ื›ืœ ื”ืจืžื•ืช. ื‘ื™ืŸ ืื ืืชื” ืžืชื—ื™ืœ ื‘ื•ื ื” ืืช ื”ื‘ืกื™ืก ืฉืœืš ืื• ืงื•ื“ืŸ ืžืชืงื“ื ืฉืžื—ื“ื“ ืืช ื”ืžื•ืžื—ื™ื•ืช ืฉืœืš, ื”ืืคืœื™ืงืฆื™ื” ืฉืœื ื• ืžืฆื™ืขื” ืžื’ื•ื•ืŸ ืžื’ื•ื•ืŸ ืฉืœ ืงื˜ื’ื•ืจื™ื•ืช ืœื‘ื“ื™ืงื” ื•ืœืฉื™ืคื•ืจ ื”ื™ื“ืข ืฉืœืš, ื›ืขืช ืขื ืชื›ื•ื ื•ืช ื—ื“ืฉื ื™ื•ืช ื”ืžื•ืคืขืœื•ืช ืขืœ ื™ื“ื™ AI.

ื ื•ืฉืื™ ืคื™ื™ืชื•ืŸ:

ื™ืกื•ื“ื•ืช: ื—ื™ื–ื•ืง ื”ื”ื‘ื ื” ืฉืœืš ื‘ื™ืกื•ื“ื•ืช Python. ืงื˜ื’ื•ืจื™ื” ื–ื• ืžื›ืกื” ื ื•ืฉืื™ื ื—ื™ื•ื ื™ื™ื ื›ืžื• ืžืฉืชื ื™ื, ืกื•ื’ื™ ื ืชื•ื ื™ื ื•ืชื—ื‘ื™ืจ ื‘ืกื™ืกื™, ืžื•ืฉืœื ืœืžืชื—ื™ืœื™ื ืฉืžื˜ืจืชื ืœื‘ื ื•ืช ื‘ืกื™ืก ื—ื–ืง.

ื‘ืงืจืช ื–ืจื™ืžื”: ื”ืฆื”ืจื•ืช ื”ื–ืจื™ืžื” ื•ื”ืœื•ื’ื™ืงื” ืฉืœ ืฉืœื™ื˜ื” ืžืืกื˜ืจ. ืœืžื“ ืœื”ืฉืชืžืฉ ื‘ื™ืขื™ืœื•ืช ื‘ื”ืฆื”ืจื•ืช if-else, ืœื•ืœืื•ืช ื•ืžื‘ื ื™ ื‘ืงืจื” ืื—ืจื™ื ื›ื“ื™ ืœื›ืชื•ื‘ ืงื•ื“ Python ื™ืขื™ืœ ื•ื”ื’ื™ื•ื ื™.

ื˜ื™ืคื•ืœ ื‘ืงื‘ืฆื™ื: ืœืžื“ ืœื ื”ืœ ืงื‘ืฆื™ื ื‘ื‘ื™ื˜ื—ื•ืŸ. ื—ืœืง ื–ื” ืžืœืžื“ ืื•ืชืš ื›ื™ืฆื“ ืœืงืจื•ื ื•ืœื›ืชื•ื‘ ืœืงื‘ืฆื™ื, ืœื˜ืคืœ ื‘ื—ืจื™ื’ื™ื ื•ืœืขื‘ื•ื“ ืขื ืคื•ืจืžื˜ื™ื ืฉื•ื ื™ื ืฉืœ ืงื‘ืฆื™ื.

ืคื•ื ืงืฆื™ื•ืช: ืฆืœื•ืœ ืขืžื•ืง ืœืชื•ืš ืคื•ื ืงืฆื™ื•ืช ื•ื”ื™ื™ืฉื•ืžื™ื ืฉืœื”ืŸ. ืœื”ื‘ื™ืŸ ื›ื™ืฆื“ ืœื”ื’ื“ื™ืจ ื•ืœืงืจื•ื ืœืคื•ื ืงืฆื™ื•ืช, ื•ืœื—ืงื•ืจ ืžื•ืฉื’ื™ื ืžืชืงื“ืžื™ื ื›ืžื• ืคื•ื ืงืฆื™ื•ืช ืœืžื‘ื“ื” ื•ืžืขืฆื‘ื™ื ืœื›ืชื™ื‘ืช ืงื•ื“ ืžื•ื“ื•ืœืจื™.

OOPs (ืชื›ื ื•ืช ืžื•ื ื—ื”-ืื•ื‘ื™ื™ืงื˜): ืชืคื•ืก ืืช ื”ืขืงืจื•ื ื•ืช ืฉืœ OOP ื•ื™ื™ืฉื•ื ืฉืœื”ื. ืงื˜ื’ื•ืจื™ื” ื–ื• ืžื›ืกื” ืžื—ืœืงื•ืช, ืื•ื‘ื™ื™ืงื˜ื™ื, ื™ืจื•ืฉื”, ืคื•ืœื™ืžื•ืจืคื™ื–ื ื•ืื ืงืคืกื•ืœืฆื™ื”, ื•ืžืฆื™ื™ื“ื” ืื•ืชืš ื‘ื”ื‘ื ื” ืžื•ืฆืงื” ืฉืœ OOP ื‘-Python.

ื ื•ืฉืื™ื ืžืชืงื“ืžื™ื: ื”ืชืžื•ื“ื“ื•ืช ืขื ืžื•ืฉื’ื™ Python ืžื•ืจื›ื‘ื™ื. ืžืžื—ื•ืœืœื™ื ื•ืžืขืฆื‘ื™ื ื•ืขื“ ืจื™ื‘ื•ื™ ื”ืœื™ื›ื™ ืชื›ื ื•ืช ื•ืชื›ื ื•ืช ืืกื™ื ื›ืจื•ื ื™, ื—ืœืง ื–ื” ืžืืชื’ืจ ืœื•ืžื“ื™ื ืžืชืงื“ืžื™ื ืœื“ื—ื•ืฃ ืืช ื›ื™ืฉื•ืจื™ ื”ืคื™ื™ืชื•ืŸ ืฉืœื”ื ืงื“ื™ืžื”.

ื ื•ืฉืื™ื ื ื•ืกืคื™ื:

ืžื‘ื ื™ ื ืชื•ื ื™ื ื•ืืœื’ื•ืจื™ืชืžื™ื: ื—ื–ืงื• ืืช ื›ื™ืฉื•ืจื™ ืคืชืจื•ืŸ ื”ื‘ืขื™ื•ืช ืฉืœื›ื. ื—ืงื•ืจ ืžื‘ื ื™ ื ืชื•ื ื™ื ืžืจื›ื–ื™ื™ื (ืœื“ื•ื’ืžื”, ืจืฉื™ืžื•ืช, ืขืจื™ืžื•ืช, ืชื•ืจื™ื, ืขืฆื™ื, ื’ืจืคื™ื) ื•ืืœื’ื•ืจื™ืชืžื™ื (ืœืžืฉืœ, ืžื™ื•ืŸ, ื—ื™ืคื•ืฉ, ืจืงื•ืจืกื™ื”) ื›ื“ื™ ืœื›ืชื•ื‘ ืงื•ื“ ืื•ืคื˜ื™ืžืœื™ ื•ื™ืขื™ืœ.

ืกืคืจื™ื•ืช Python ืคื•ืคื•ืœืจื™ื•ืช: ืฉืœื˜ื• ื‘ื›ืœื™ื ื”ืžื ื™ืขื™ื ืคื™ืชื•ื— Python ื”ืžื•ื“ืจื ื™. ืฆืœื•ืœ ืœืชื•ืš ื ื•ืฉืื™ ืžืฉื ื” ื›ื•ืœืœ:
NumPy: ืžื—ืฉื•ื‘ ืžืกืคืจื™ ื‘ืขืœ ื‘ื™ืฆื•ืขื™ื ื’ื‘ื•ื”ื™ื.
ืคื ื“ื•ืช: ืžื ื™ืคื•ืœืฆื™ื” ื•ื ื™ืชื•ื— ื ืชื•ื ื™ื.
Matplotlib: ื”ื“ืžื™ื™ืช ื ืชื•ื ื™ื ืขื ืขืœื™ืœื•ืช ื•ืชืจืฉื™ืžื™ื.
Seaborn: ื”ื“ืžื™ื•ืช ืกื˜ื˜ื™ืกื˜ื™ื•ืช ืžืชืงื“ืžื•ืช.
Flask: ืžืกื’ืจืช ืงืœืช ืžืฉืงืœ ืœืคื™ืชื•ื— ืืชืจื™ื.
FastAPI: ืคื™ืชื•ื— API ื‘ืขืœ ื‘ื™ืฆื•ืขื™ื ื’ื‘ื•ื”ื™ื.
ื‘ืงืฉื•ืช: ื‘ืงืฉื•ืช HTTP ืคืฉื•ื˜ื•ืช.
Scikit-learn: ืืœื’ื•ืจื™ืชืžื™ื ื•ื›ืœื™ื ืฉืœ ืœืžื™ื“ืช ืžื›ื•ื ื”.
TensorFlow: ืœืžื™ื“ื” ืขืžื•ืงื” ื•ืจืฉืชื•ืช ืขืฆื‘ื™ื•ืช.
PyTorch: ืžืกื’ืจืช ืœืžื™ื“ื” ืขืžื•ืงื” ื’ืžื™ืฉื”.
ืžื—ื‘ืงื™ ืคื ื™ื ืจื•ื‘ื•ื˜ืจื™ืงื™ื: ื“ื’ืžื™ NLP ื—ื“ื™ืฉื™ื.
ืžืจืง ื™ืคื”: ื’ื™ืจื•ื“ ืื™ื ื˜ืจื ื˜ ืงืœ.
spaCy: ืขื™ื‘ื•ื“ ืฉืคื” ื˜ื‘ืขื™ืช ืžืชืงื“ื.
OpenCV: ืจืื™ื™ื” ืžืžื•ื—ืฉื‘ืช ื•ืขื™ื‘ื•ื“ ืชืžื•ื ื”.
SQLAlchemy: ืื™ื ื˜ืจืืงืฆื™ื” ืขื ืžืกื“ื™ ื ืชื•ื ื™ื ื•-ORM.
Pytest: ืžืกื’ืจืช ื‘ื“ื™ืงื” ื—ื–ืงื”.

ืชื›ื•ื ื•ืช ืขื™ืงืจื™ื•ืช:

ื™ืฆื™ืจืช ื—ื™ื“ื•ืŸ ื‘ื™ื ื” ืžืœืื›ื•ืชื™ืช: ื—ื•ื•ื” ื—ื™ื“ื•ื ื™ื ืฉื ื•ืฆืจื• ื‘ืื•ืคืŸ ื“ื™ื ืžื™ ื”ืžื•ืชืืžื™ื ืœืจืžืช ื”ืžื™ื•ืžื ื•ืช ืฉืœืš. ื”-AI ืฉืœื ื• ื™ื•ืฆืจ ืฉืืœื•ืช ื™ื™ื—ื•ื“ื™ื•ืช ื‘ื›ืœ ื”ืงื˜ื’ื•ืจื™ื•ืช, ืžื” ืฉืžื‘ื˜ื™ื— ื—ื•ื•ื™ืช ืœืžื™ื“ื” ืื™ืฉื™ืช ื•ืžืจืชืงืช.

ื”ืกื‘ืจ ืขืœ ื—ื™ื“ื•ืŸ ื‘ื™ื ื” ืžืœืื›ื•ืชื™ืช: ื”ื‘ืŸ ืืช ื”ื˜ืขื•ื™ื•ืช ืฉืœืš ืขื ื”ืกื‘ืจื™ื ืžืคื•ืจื˜ื™ื, ืžื‘ื•ืกืกื™ ื‘ื™ื ื” ืžืœืื›ื•ืชื™ืช. ืงื‘ืœ ืคื™ืจื•ื˜ ื‘ืจื•ืจ, ืฆืขื“ ืื—ืจ ืฆืขื“, ืฉืœ ืชืฉื•ื‘ื•ืช ื ื›ื•ื ื•ืช ื›ื“ื™ ืœื”ืขืžื™ืง ืืช ื”ื”ื‘ื ื” ืฉืœืš ื•ืœืฉืคืจ ืžื”ืจ ื™ื•ืชืจ.

ืฉืคืจ ืกืฉืŸ: ื”ืชื›ื•ื ื” 'ืฉืคืจ ืกืฉืŸ' ืžืืคืฉืจืช ืœืš ืœื”ืฉืžื™ืข ืฉื•ื‘ ืจืง ืฉืืœื•ืช ืขื ืชืฉื•ื‘ื•ืช ืฉื’ื•ื™ื•ืช, ื•ืขื•ื–ืจืช ืœืš ืœื”ืชืžืงื“ ื‘ืื–ื•ืจื™ื ื—ืœืฉื™ื.

ื•ืขื•ื“...

ื”ื•ืจื“ ืขื›ืฉื™ื• ืœืฉืœื™ื˜ื” ื‘-Python, Django, Machine Learning, ืžื‘ื ื™ ื ืชื•ื ื™ื, ืืœื’ื•ืจื™ืชืžื™ื ื•ืกืคืจื™ื•ืช ืคื™ื™ืชื•ืŸ ืคื•ืคื•ืœืจื™ื•ืช ื”ื™ื•ื!
ืขื“ื›ื•ืŸ ืื—ืจื•ืŸ ื‘ืชืืจื™ืš
18 ื‘ืื•ื’ื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•ื, ืคืขื™ืœื•ืช ื‘ืืคืœื™ืงืฆื™ื•ืช ื•-2 ื ื•ืกืคื™ื
ื”ื ืชื•ื ื™ื ืžื•ืฆืคื ื™ื ื‘ื–ืžืŸ ื”ื”ืขื‘ืจื”
ืื™ ืืคืฉืจ ืœืžื—ื•ืง ืืช ื”ื ืชื•ื ื™ื

ืžื” ื—ื“ืฉ?

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