ืขืจื•ืฅ ื—ื™ื ื•ื›ื™ ื‘ื ื•ืฉื ืžืชืžื˜ื™ืงื” ื•ืžื“ืขื™ ื ืชื•ื ื™ื dudvstud


ื”ื™ืจืฉืžื•, ื–ื” ืžืขื ื™ื™ืŸ! ๐Ÿ˜‰

ืื™ืš ื–ื”?

ืœืื—ืจ ืฉืขื‘ืจืชื™ ื“ืจืš ืงืฉื” ืžื‘ื•ื’ืจ ื”ืคืงื•ืœื˜ื” ืœืจื“ื™ื•ืคื™ื–ื™ืงื”, ื“ืจืš ืขื•ื‘ื“ืช ืžื•ืกื“ ืžื“ืขื™ ืžืžืœื›ืชื™, ืžื•ืจื” ืœืงื•ืจืก ื”ืžื™ื•ื—ื“ ืฉืœ ื”ืžื—ื‘ืจืช ื‘ืืœืžื ื”ืื”ื•ื‘ื” ืขืœื™, ื”ืคื›ืชื™ ืกื•ืฃ ืกื•ืฃ ืœืขื•ื‘ื“ ืžื•ืขืจืš ื‘ืžื—ืœืงื” ืœืžื•"ืค ืฉืœ ืžื›ื•ืŸ ืžืื•ื“ ืกื˜ืืจื˜ืืค ืžื’ื ื™ื‘ ื‘ืชื—ื•ื ื”ืžืฆื™ืื•ืช ื”ืจื‘ื•ื“ื”. ื‘ื ื•ื‘ื”.

ื—ื‘ืจื” ืžื’ื ื™ื‘ื”, ืžืฉื™ืžื•ืช ืžื’ื ื™ื‘ื•ืช, ืœื•ื— ื–ืžื ื™ื ืขืžื•ืก, ืชื ืื™ื ืžืขื•ืœื™ื ื•ืฉื›ืจ... ืื‘ืœ ืื—ืจื™ ืขื‘ื•ื“ื” ื‘ืžื›ื•ืŸ ืžื—ืงืจ, ืื™ืคื” ืืชื” ืืชื” ื™ื•ืฉื‘ ื‘ืžืขื‘ื“ื” ืขื ืื•ืชื ืื ืฉื™ื ืœื ื ื•ืจืžืœื™ื™ื ื‘ืขืœื™ ื”ืฉื›ืœื” ืžืชืžื˜ื™ืช ืฉืžื‘ื™ื ื™ื ืืช ื–ืจื ื”ืชื•ื“ืขื” ืฉืœืš ื‘ืฆื•ืจื” ืžื•ืฉืœืžืช, ื”ืชื‘ืจืจ ืฉื–ื” ื“ื™ ืงืฉื” ืœื™ืฆื•ืจ ืงืฉืจ ืขื ืœื ืžืชืžื˜ื™ืงืื™ื. ืืชื” ืื•ืžืจ ืœื”ื ื“ื‘ืจื™ื ืคืฉื•ื˜ื™ื ื•ื‘ืจื•ืจื™ื ืœื›ืื•ืจื”, ื›ืžื• "ื‘ื“ืงืช ืืช ื”ื ืชื•ื ื™ื ืœื’ื‘ื™ ื”ื•ืžื•ืกืงื“ืกื˜ื™ื•ืช?", ื•ื”ื ืžื‘ืงืฉื™ื ืžืžืš ืœื ืœื”ืชื‘ื˜ื ื‘ืคื ื™ ื‘ื ื•ืช. ื•ืจืงืข ื”ื”ื•ืจืื” ืฉืœื™ ืžืขื•ืœื ืœื ื”ืจืคื” ืžืžื ื™... ื‘ืงื™ืฆื•ืจ, ื”ืคื›ืชื™ ืœืžืฉืชืชืฃ ืคืขื™ืœ ื‘ืฉื™ืชื•ืฃ ื™ื“ืข ืคื ื™ื ืืจื’ื•ื ื™. ื•ื‘ืฉืœื‘ ืžืกื•ื™ื ืืคื™ืœื• ื”ืชื—ืœืชื™ ืœืœืžื“ ืงื‘ื•ืฆื” ืงื˜ื ื” ื‘ืžืชืžื˜ื™ืงื”.

ื‘ืฉืœื‘ ื–ื”, ื”ื—ื‘ืจ'ื” ื›ื‘ืจ "ืกื™ื™ืžื• ืืช ื”ืœื™ืžื•ื“ื™ื".

ืขืจื•ืฅ ื—ื™ื ื•ื›ื™ ื‘ื ื•ืฉื ืžืชืžื˜ื™ืงื” ื•ืžื“ืขื™ ื ืชื•ื ื™ื dudvstud

ื›ืžื•ื‘ืŸ, ื”ื ืขื“ื™ื™ืŸ ืœื ื”ืคื›ื• ืœืžื“ืขื ื™ ื ืชื•ื ื™ื ื‘ืžื•"ืค, ืื‘ืœ ื”ืจื‘ื” ื™ื•ืชืจ ืงืœ ืœื”ื ืœื”ื‘ื™ืŸ ืขืœ ืžื” ืžืชืžื˜ื™ืงืื™ื ืžื“ื‘ืจื™ื ื‘ืฉืคืชื ืฉืœื”ื. ืื ืชืจืฆื”, ื”ื ื™ื›ื•ืœื™ื ืœื”ืžืฉื™ืš ืœืœืžื•ื“ ื‘ืขืฆืžื ืื• ื‘ืืžืฆืขื•ืช ืงื•ืจืกื™ ื•ื™ื“ืื•. ื”ืžืฉื™ืžื” ื”ืขื™ืงืจื™ืช, ืฉื ืคืชืจื”, ื›ืš ื ืจืื” ืœื™, ื‘ื”ืฆืœื—ื” ื‘ืงื•ืจืกื™ื ืฉืœื ื•, ื”ื™ื ืœื”ืจืื•ืช ืœืื ืฉื™ื ืฉืžืชืžื˜ื™ืงื” ื”ื™ื ื‘ื›ืœืœ ืœื ืงืฉื” ื•ืžืคื—ื™ื“ื” ื›ืžื• ืฉื”ื™ื ื ืจืื™ืช ื‘ืžื‘ื˜ ืจืืฉื•ืŸ. ืืชื” ืจืง ืฆืจื™ืš ืœื”ืชืจื’ืœ ืœืฆื•ืจืช ื—ืฉื™ื‘ื” ืกืคืฆื™ืคื™ืช: ืคืชื™ื—ืช ืฉืจืฉืจืื•ืช ืฉืœ ื—ืฉื™ื‘ื” ืœื•ื’ื™ืช.

ื”ื•ื ื‘ื ื‘ืฉื‘ื™ืœื™...

ืžื™ืฉื”ื• ื ืชืŸ ืืช ืคืจื˜ื™ ื”ื›ื ื™ืกื” ื•ื”ืกื™ืกืžืื™ื ืฉืœื™ ืœืœืงืก ืžื”ืขืจื•ืฅ ITBeard???
ื›ืชื•ืฆืื” ืžื›ืš, ืื ื™, ืคืจื•ืœื˜ืจื™ื•ืŸ ืคืฉื•ื˜ ืฉืœ ืขื‘ื•ื“ื” ื ืคืฉื™ืช, ื”ืคื›ืชื™ ื‘ืžืคืชื™ืข ืœื’ื™ื‘ื•ืจ ื”ืขืœื™ืœื” ื‘ืขืจื•ืฅ ื”ืžื’ื ื™ื‘ ื”ื–ื”!


ื”ื™ื• ื”ืขืจื•ืช, ื”ื™ื• ืฉืืœื•ืช... ื”ืชื‘ืจืจ ืฉืื ืฉื™ื ืžืชืขื ื™ื™ื ื™ื ื‘ืžืชืžื˜ื™ืงื”. ื”ืชื‘ืจืจ ืฉืื ืฉื™ื ื”ื™ื• ืจื•ืฆื™ื ืœืœืžื•ื“ (ื‘ืจื•ื‘ ื”ืžื•ื—ืœื˜ ืฉืœ ื”ืžืงืจื™ื, ืื ื™ ื—ื•ืฉื‘, ืœื—ื–ื•ืจ ืขืœ ืžื” ืฉืœืžื“ื• ืงื•ื“ื :)).

ื‘ื”ืชื—ืœื” ืœื ื”ืชื›ื•ื•ื ืชื™ ืœืขืฉื•ืช ื‘ืœื•ื’ ื•ื™ื“ืื• ืขืœ ืžืชืžื˜ื™ืงื”, ื”ื—ืœื˜ืชื™ ืคืฉื•ื˜ ืœื”ืงืœื™ื˜ ื™ื™ืขื•ืฅ ื•ื™ื“ืื• ืœืžื™ ืฉื”ื—ืœื™ื˜ ืœืฆืืช ืœื“ืจืš ืฉืœ ื—ื™ื ื•ืš ืขืฆืžื™.


ืื‘ืœ ืขื‘ืจ ื–ืžืŸ ื•ื”ื‘ื ืชื™ ืฉืื ื™ ืจื•ืฆื” ืืช ื–ื”! ื•ื”ื—ืœื˜ืชื™ ืœื ืœื”ืชื ื’ื“ ืœืจืฆื•ืŸ ื”ืœื ืžืกื•ืคืง ืฉืœื™ ืœืœืžื“ :)

du/dv stud

ื”ืขืจื•ืฅ ื™ื›ื•ืœ ื”ื™ื” ืœื”ืชื—ื™ืœ ืืช ืงื™ื•ืžื• ืฉื‘ื•ืขื™ื™ื ืงื•ื“ื ืœื›ืŸ, ืืœืžืœื ื‘ืขื™ื•ืช ืชืื•ืจื”... ืžื›ื™ื•ื•ืŸ ืฉืื ื™ ืžืงืœื™ื˜ ืกืจื˜ื•ื ื™ื ื‘ืขืจื‘ื™ื, ืื ื™ ืฆืจื™ืš ื–ืจื ื“ื™ ื—ื–ืง ืฉืœ ืื•ืจ ืžืœืื›ื•ืชื™. ื•ืžื›ื™ื•ื•ืŸ ืฉืขื“ื™ื™ืŸ ืœื ื”ื™ื” ื›ืกืฃ ืœืฆื™ื•ื“ ืžืงืฆื•ืขื™, ื ืืœืฆืชื™ ืœื”ื ื“ืก ืžืชืงืŸ ืชืื•ืจื” ืžื’ืจื•ื˜ืื•ืช ื—ื•ืžืจ. ื•ืฉื ืฉื ื”ืจื‘ื” ื ื•ืจื•ืช. ื•ื”ืชื‘ืจืจ ืฉื–ื” ื”ื™ื” ื‘ืœื’ืŸ. ื”ืชื‘ืจืจ ืฉืžืกืคืจ ืจื‘ ืฉืœ ืžืงื•ืจื•ืช ืื•ืจ ื ืงื•ื“ืชื™ื™ื ื™ื•ืฆืจื™ื ืžืกืคืจ ืจื‘ ืฉืœ ืฆืœืœื™ื :) ืื‘ืœ ื”ืฆืœื—ื ื• ืœืฉื›ืœืœ ืืช ื”ืขื™ืฆื•ื‘ ืœื’ืจืกื” ื™ื—ืกื™ืช ื ื˜ื•ืœืช ืฆืœ ืขืœ ื™ื“ื™ ื”ื—ืœืคืช ืžืงื•ืจื•ืช ื ืงื•ื“ืชื™ื™ื ืœื™ื ื™ืืจื™ื™ื.

ืื– ืขืœ ืžื” ื”ืขืจื•ืฅ?

ื‘ืขืจื•ืฅ ื™ืฉ ื”ืจืฆืื•ืช ื•ื™ื“ืื• ืงืฆืจื•ืช (ืขื“ 20 ื“ืงื•ืช).
ื™ื”ื™ื• 3 ื—ืœืงื™ื ื’ื“ื•ืœื™ื ื‘ืกืš ื”ื›ืœ: ื) ืžืชืžื˜ื™ืงื”, ื‘) ืขื™ื‘ื•ื“ ื•ื ื™ืชื•ื— ื ืชื•ื ื™ื (ื™ื”ื™ื• ื’ื ืขืœ ืขื™ื‘ื•ื“ ืชืžื•ื ื”) ื•-ื’) ืœืžื™ื“ืช ืžื›ื•ื ื”.

ื‘ืกืขื™ืคื™ื ื‘' ื•-ื’') ื™ื™ื ืชื ื• ื”ืจืฆืื•ืช ืขืœ ื™ื™ืฉื•ื ื”ืืœื’ื•ืจื™ืชืžื™ื ืฉื ืœืžื“ื• ื‘- Python, ื‘ืืžืฆืขื•ืช NumPy, ScikitLearn, Pandas ื•ื›ื•'.

ื”ืกืขื™ืฃ ื”ืžืชืžื˜ื™ ื™ื›ืœื•ืœ ืืช ื›ืœ ื”ื‘ืกื™ืก ื”ืžืชืžื˜ื™ ื”ื ื—ื•ืฅ ืœืกืขื™ืคื™ื ื‘) ื•-ื’), ื”ื—ืœ ืžื”ื”ืชื—ืœื”. ืžื›ื™ื•ื•ืŸ ืฉืื ื™ ืžื—ื•ื™ื‘ ืœื”ื ื’ื™ืฉ ืืช ื”ืžืชืžื˜ื™ืงื” ืœื›ื•ืœื, ื ืชื—ื™ืœ ื‘ืกืงื™ืจื” ืงืฆืจื” ืฉืœ ื”ื™ืกื•ื“ื•ืช.

ื›ืจื’ืข (5 ืฉื‘ื•ืขื•ืช ืžื”ื”ืชื—ืœื”) ื”ืกืชื™ื™ื ื”ื‘ืœื•ืง ื”ืจืืฉื•ืŸ "ืžื‘ื•ื ืœืžืชืžื˜ื™ืงื”". ื‘ื‘ืœื•ืง ื–ื” ื—ื–ืจื ื• ื‘ืงืฆืจื” ืขืœ ืงื•ืจืก ื‘ื™ืช ื”ืกืคืจ ื‘ื—ืฉื‘ื•ืŸ, ื–ื›ืจื ื• ืืช ื›ืœ ื”ืžืืคื™ื™ื ื™ื ืฉืœ ืชืืจื™ื, LCM, GCD, ืฉื‘ืจื™ื, ื ื•ืกื—ืื•ืช ื›ืคืœ ืžืงื•ืฆืจ ื•ื›ื•'.

ื”ื‘ืœื•ืง ื”ืฉื ื™ ื”ืชื—ื™ืœ, ื”ื•ื ืžื•ืงื“ืฉ ืœืกื˜ื™ื ื•ืœืคืขื•ืœื•ืช ืœื•ื’ื™ื•ืช. ืžืชืžื˜ื™ืงื” ื”ื™ื ื‘ื›ืœืœ ืœื ืžืชื•ื›ื ื™ืช ื”ืœื™ืžื•ื“ื™ื ื‘ื‘ื™ืช ื”ืกืคืจ, ืื‘ืœ ืœื ื™ื•ืชืจ ืงืฉื”!

ื•ืื– ื™ื”ื™ื• ื”ืจื‘ื” ื“ื‘ืจื™ื ืžืขื ื™ื™ื ื™ื: ืฉื•ื‘ ื—ื–ืจื” ืขืœ ืชื›ื ื™ืช ื”ืœื™ืžื•ื“ื™ื ื‘ื‘ื™ืช ื”ืกืคืจ ื‘ืืœื’ื‘ืจื” ื•ื‘ื’ื™ืื•ืžื˜ืจื™ื”, ื˜ืจื™ื’ื•ื ื•ืžื˜ืจื™ื”, ืžืขื‘ืจ ื—ืœืง ืœืžื™ืฉื•ืจ ื”ืžื•ืจื›ื‘, ื ื’ื–ืจื•ืช ื•ืื™ื ื˜ื’ืจืœื™ื, ืืœื’ื‘ืจื” ืœื™ื ืืจื™ืช, ื ื™ืชื•ื— ืกืคืงื˜ืจืœื™, ืžืฉื•ื•ืื•ืช ื“ื™ืคืจื ืฆื™ืืœื™ื•ืช, ื’ื™ืื•ืžื˜ืจื™ื” ืื ืœื™ื˜ื™ืช, ื”ืกืชื‘ืจื•ืช ืชึตืื•ึนืจึดื™ึธื”...

ื”ืฆื˜ืจืฃ ืขื›ืฉื™ื•!

ืžืงื•ืจ: www.habr.com

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