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Протодьяконов Алгоритмы Data Science и их практическая реализация на Python 2022

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ɉɟɪɟɞ ɡɚɩɭɫɤɨɦ ɫɜɟɪɬɨɱɧɵɯ ɛɥɨɤɨɜ ɞɨɛɚɜɢɦ ɢɧɢɰɢɚɥɢɡɚɰɢɸ ɫɜɟɪɬɤɭ× ɢ ɩɨɞɜɵɛɨɪɤɭ ɱɬɨɛɵ ɭɦɟɧɶɲɢɬɶ ɪɚɡɦɟɪɧɨɫɬɶ ɢɡɨɛɪɚɠɟɧɢɹ ɷɬɨ ɫɨɤɪɚɬɢɬ ©ɩɹɬɧɨª ɜ ɪɚɡɚ ɞɨ ɩɢɤɫɟɥɟɣ ɉɨɫɥɟ ɷɬɨɝɨ ɤɚɠɞɵɣ ɫɜɟɪɬɨɱɧɨ ɜɵɛɨɪɨɱɧɵɣ ɛɥɨɤ ɭɦɟɧɶɲɚɟɬ ɪɚɡɦɟɪ ©ɩɹɬɧɚª ɜ ɪɚɡɚ ! ɧɟɨɛɯɨɞɢɦɨ – ɬɚɤɢɯ ɛɥɨɤɚ ɞɥɹ ɭɫɩɟɲɧɨɣ ɤɥɚɫɫɢɮɢɤɚɰɢɢ ɦɢɧɢɦɚɥɶɧɵɣ ɪɚɡɦɟɪ ɛɥɨɤɚ ɩɨɫɥɟ ɮɢɧɚɥɶɧɨɣ ɩɨɞ ɜɵɛɨɪɤɢ – OJ

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ɇɟɨɛɯɨɞɢɦɨ ɨɬɦɟɬɢɬɶ ɱɬɨ ɦɨɞɟɥɢ ɩɨɧɚɞɨɛɢɥɨɫɶ ɜɫɟɝɨ ɷɩɨɯ ɜɦɟɫɬɨ ɩɪɟɞɩɨɥɚɝɚɟɦɵɯ ɫ ɫɭɳɟɫɬɜɟɧɧɵɦ ɡɚɩɚɫɨɦ

373

Ɋɚɧɧɹɹ ɨɫɬɚɧɨɜɤɚ ɩɨɡɜɨɥɢɥɚ ɩɨɥɭɱɢɬɶ ɫɥɟɞɭɸɳɢɟ ɡɧɚɱɟɧɢɹ ɬɨɱɧɨɫɬɢ

374

MOBILENET Dzǹȍ ǾǮǵǹǶȅǻȉȃ ǽǾdzDzǺdzȀǻȉȃ ǼǯǹǮǿȀdzǷ

ɉɨɫɬɚɧɨɜɤɚ ɡɚɞɚɱɢ

Ɋɚɡɛɟɪɟɦ ɚɪɯɢɬɟɤɬɭɪɭ 0RELOH1HW ɢ ɩɪɨɜɟɞɟɦ ɱɚɫɬɢɱɧɨɟ ɨɛɭɱɟɧɢɟ ɷɤɫ ɩɨɪɬ ɢ ɢɦɩɨɪɬ ɦɨɞɟɥɢ ɡɚɬɟɦ ɞɨɨɛɭɱɟɧɢɟ

ɉɟɪɟɣɞɟɦ ɨɬ ɡɚɞɚɱɢ ɤɥɚɫɫɢɮɢɤɚɰɢɢ ɢɡɨɛɪɚɠɟɧɢɹ ɤ ɡɚɞɚɱɟ ɥɨɤɚɥɢɡɚɰɢɢ ɨɛɴɟɤɬɚ ɧɚ ɢɡɨɛɪɚɠɟɧɢɢ ɩɪɢ ɩɨɦɨɳɢ ɹɤɨɪɟɣ

ɉɨɫɬɪɨɢɦ ɩɪɟɞɫɤɚɡɚɧɢɟ ɩɨ ɨɛɭɱɟɧɧɨɣ ɧɟɣɪɨɫɟɬɢ ɢ ɩɪɨɜɟɞɟɦ ɨɰɟɧɤɭ ɤɚ ɱɟɫɬɜɚ ɩɪɟɞɫɤɚɡɚɧɢɹ ɩɨ ɤɨɷɮɮɢɰɢɟɧɬɭ ɫɯɨɞɫɬɜɚ

Ⱦɚɧɧɵɟ

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ɂɫɩɨɥɶɡɭɟɦɵɟ ɮɭɧɤɰɢɢ Ɋɚɡɨɛɶɟɦɢɡɨɛɪɚɠɟɧɢɟɧɚ × ɤɜɚɞɪɚɬɨɜɢɛɭɞɟɦɩɪɟɞɫɤɚɡɵɜɚɬɶɧɚɥɢɱɢɟ

ɨɛɥɚɤɨɜ ɡɚɞɚɧɧɨɣ ɮɨɪɦɵ ɜ ɤɚɠɞɨɦ ɢɡ ɤɜɚɞɪɚɬɨɜ

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ɉɪɢɜɵɱɢɫɥɟɧɢɢɤɨɷɮɮɢɰɢɟɧɬɚȾɚɣɫɚ ©ɪɚɫɬɹɧɟɦªɩɪɟɞɫɤɚɡɚɧɧɭɸɦɚɫɤɭ ɞɨ ɪɚɡɦɟɪɨɜ ɢɡɨɛɪɚɠɟɧɢɹ

376

0RELOH1HW9

ɂɫɩɨɥɶɡɭɟɦ ɨɛɭɱɟɧɧɭɸ ɧɟɣɪɨɫɟɬɶ ɢ EQ GURSRXW VRIWPD[ ɫɥɨɣ ɩɨɜɟɪɯ Ɉɛɭɱɢɦ ɦɨɞɟɥɶ ɢɡ ɩɨɫɥɟɞɧɟɝɨ ɫɥɨɹ ɷɩɨɯ ɫɨɯɪɚɧɢɦ ɨɛɭɱɟɧɧɵɟ ɞɚɧɧɵɟ ɡɚ ɬɟɦ ɡɚɝɪɭɡɢɦ ɢɯ ɢ ɩɪɨɞɨɥɠɢɦ ɨɛɭɱɟɧɢɟ

ɂɫɩɨɥɶɡɭɟɦ ɪɚɧɧɸɸ ɨɫɬɚɧɨɜɤɭ ɢ ɫɨɯɪɚɧɟɧɢɟ ɦɨɞɟɥɢ ɩɨɫɥɟ ɤɚɠɞɨɣ ɷɩɨɯɢ ɨɛɭɱɟɧɢɹ

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