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Протодьяконов Алгоритмы Data Science и их практическая реализация на Python 2022

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ɇɚɩɨɦɧɢɦ ɱɬɨ 6( ɜ ɫɬɚɧɞɚɪɬɧɨɦ ɜɢɞɟ ɜɵɝɥɹɞɢɬ ɫɥɟɞɭɸɳɢɦ ɨɛɪɚɡɨɦ

ɋɢɝɦɨɢɞɚ ɜ ɛɥɨɤɟ 6( – ɷɬɨ ɞɨɫɬɚɬɨɱɧɨ ɫɥɨɠɧɵɣ ©ɜɵɱɢɫɥɢɬɟɥɶɧɵɣ ɤɚ ɦɟɧɶ ɩɪɟɬɤɧɨɜɟɧɢɹª ɬɚɤ ɤɚɤ ɜ ɦɨɛɢɥɶɧɵɯ ɩɥɚɬɮɨɪɦɚɯ ɩɨɬɪɟɛɭɟɬɫɹ ɦɧɨɝɨ ɪɟ ɫɭɪɫɨɜ ɞɥɹ ɬɚɤɨɝɨ ɪɨɞɚ ɜɵɱɢɫɥɟɧɢɣ Ⱥɜɬɨɪɵ 0RELOH1HW ɩɪɟɞɥɨɠɢɥɢ ɦɚɤɫɢ ɦɚɥɶɧɨ ɩɪɢɛɥɢɡɢɬɶ ɫɢɝɦɨɢɞɭ ɱɟɪɟɡ ɚɩɩɪɨɤɫɢɦɢɪɨɜɚɧɢɟ ɟɺ ɬɪɟɦɹ ɥɢɧɟɣɧɵɦɢ ɮɭɧɤɰɢɹɦɢ

Ʉɭɫɨɱɧɨ ɥɢɧɟɣɧɨɟ ɩɪɢɛɥɢɠɟɧɢɟ ɫɢɝɦɨɢɞɵ ɪɚɡɭɦɟɟɬɫɹ ɛɭɞɟɬ ɪɚɛɨɬɚɬɶ ɱɭɬɶ ɯɭɠɟ ɧɨ ɧɟ ɦɟɧɟɟ ɯɨɪɨɲɨ ɱɟɦ ɬɚɤɨɣ ɜɚɪɢɚɧɬ Ɍɚɤɨɣ ɩɟɪɟɯɨɞ ɩɨɡɜɨɥɹɟɬ ɦɨɥɧɢɟɧɨɫɧɨ ɨɬɫɟɱɶ § – % ɨɬ ɷɧɟɪɝɨɡɚɬɪɚɬ ɧɚ ɩɨɬɪɟɛɥɟɧɢɟ ɚɤɤɭɦɭɥɹɬɨɪɚ ɦɨɛɢɥɶɧɵɦɢ ɨɩɟɪɚɰɢɨɧɧɵɦɢ ɫɢɫɬɟɦɚɦɢ

ȼ ɢɬɨɝɟ ɡɚ ɫɱɟɬ ɬɨɝɨ ɱɬɨ

Ɉɬɤɚɡɚɥɢɫɶ ɨɬ 0D[ 3RROLQJ ɜ ɩɨɥɶɡɭ ɫɜɟɪɬɤɢɉɪɢɦɟɧɹɟɦ ɨɛɥɟɝɱɟɧɧɵɟ ɛɥɨɤɢ ɫɜɟɪɬɤɢ

Ɉɛɥɟɝɱɟɧɧɚɹ ɫɢɝɦɨɢɞɚ ɜ ɜɢɞɟ ɚɩɩɪɨɤɫɢɦɚɰɢɢ ɬɪɟɦɹ ɥɢɧɟɣɧɵɦɢ ɮɭɧɤɰɢɹɦɢ

Ʉɨɥɢɱɟɫɬɜɨ ɜɟɫɨɜ ɤɨɬɨɪɨɟ ɪɚɧɟɟ ɪɚɜɧɹɥɨɫɶ § ɩɨ ɫɪɚɜɧɟɧɢɸ ɫ 5HV1HW ɬɟɩɟɪɶ ɫɨɫɬɚɜɥɹɟɬ § ɱɬɨ ɯɚɪɚɤɬɟɪɢɡɭɟɬ ɷɤɨɧɨɦɢɸ ɩɪɚɤɬɢ ɱɟɫɤɢ ɜ ɪɚɡ

Ⱦɚɧɧɵɟ ɩɨɞɯɨɞɵ ɩɨɡɜɨɥɢɥɨ ɫɭɳɟɫɬɜɟɧɧɨ ɩɪɨɞɜɢɧɭɬɶɫɹ ɜ ɪɚɫɩɪɨɫɬɪɚɧɟ ɧɢɢ ɧɟɣɪɨɧɧɵɯ ɫɟɬɟɣ ɛɟɡ ɭɯɭɞɲɟɧɢɹ ɬɨɱɧɨɫɬɢ ɜ ɡɚɞɚɱɢɪɚɫɩɨɡɧɚɜɚɧɢɹɢɡɨɛɪɚ ɠɟɧɢɹ

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ȅǮǿȀȊ ǽǾǮǸȀǶȅdzǿǸǶȃ ǻǮǰȉǸǼǰ Ǹ

LENETǶALEXNET

ɉɨɫɬɚɧɨɜɤɚ ɡɚɞɚɱɢ Ɋɚɡɛɟɪɟɦɚɪɯɢɬɟɤɬɭɪɭ/H1HWɢ$OH[1HWɞɥɹɪɟɲɟɧɢɹɡɚɞɚɱɪɚɫɩɨɡɧɚɜɚɧɢɹ

ɢɡɨɛɪɚɠɟɧɢɣ ɉɪɢɦɟɧɢɦ ɢɯ ɞɥɹ ɚɧɚɥɢɡɚ ɢɫɯɨɞɧɵɯ ɢɡɨɛɪɚɠɟɧɢɣ Ɉɛɭɱɢɦ ɦɨɞɟɥɢ ɢɫɩɨɥɶɡɭɹ ɩɨɫɥɟɞɨɜɚɬɟɥɶɧɭɸ ɡɚɝɪɭɡɤɭ ɞɚɧɧɵɯ ɉɪɨɜɟ

ɞɟɦ ɨɰɟɧɤɭ ɤɚɱɟɫɬɜɚ ɩɪɟɞɫɤɚɡɚɧɢɹ ɩɨ ɤɨɷɮɮɢɰɢɟɧɬɭ ɫɯɨɞɫɬɜɚ Ⱦɚɧɧɵɟ

KWWSV YLGHR LWWHQVLYH FRP PDFKLQH OHDUQLQJ FORXGV WUDLQ FVY J] ɆɛKWWSV YLGHR LWWHQVLYH FRP PDFKLQH OHDUQLQJ FORXGV WUDLQBLPDJHVB

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VGGǶVGG

ɉɨɫɬɚɧɨɜɤɚ ɡɚɞɚɱɢ Ɋɚɡɛɟɪɟɦɚɪɯɢɬɟɤɬɭɪɭ9**ɞɥɹɪɟɲɟɧɢɹɡɚɞɚɱɪɚɫɩɨɡɧɚɜɚɧɢɹɢɡɨɛɪɚɠɟ

ɧɢɣ ɉɪɢɦɟɧɢɦ ɢɯ ɞɥɹ ɚɧɚɥɢɡɚ ɢɫɯɨɞɧɵɯ ɢɡɨɛɪɚɠɟɧɢɣ ɂɫɩɨɥɶɡɭɹ ɜɟɫɚ ɨɛɭɱɟɧɧɨɣ ɦɨɞɟɥɢ ɢ ɨɛɭɱɢɦ ɥɢɧɟɣɧɵɣ ɫɥɨɣ ɩɨɜɟɪɯ ɫɭ

ɳɟɫɬɜɭɸɳɟɣ ɦɨɞɟɥɢ ɉɪɨɜɟɞɟɦ ɨɰɟɧɤɭ ɤɚɱɟɫɬɜɚ ɩɪɟɞɫɤɚɡɚɧɢɹ ɩɨ ɤɨɷɮɮɢɰɢ ɟɧɬɭ ɫɯɨɞɫɬɜɚ

Ⱦɚɧɧɵɟ

KWWSV YLGHR LWWHQVLYH FRP PDFKLQH OHDUQLQJ FORXGV WUDLQ FVY J] ɆɛKWWSV YLGHR LWWHQVLYH FRP PDFKLQH OHDUQLQJ FORXGV WUDLQBLPDJHVB

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GOOGLENET ǶINCEPTION-BN

ɉɨɫɬɚɧɨɜɤɚ ɡɚɞɚɱɢ

Ɋɚɡɛɟɪɟɦ ɚɪɯɢɬɟɤɬɭɪɭ *RRJOH/H1HW ɞɥɹ ɪɟɲɟɧɢɹ ɡɚɞɚɱ ɪɚɫɩɨɡɧɚɜɚɧɢɹ ɢɡɨɛɪɚɠɟɧɢɣ ɉɨɫɬɪɨɢɦ ɷɬɭ ɧɟɣɪɨɫɟɬɶ ɞɥɹ ɚɧɚɥɢɡɚ ɢɫɯɨɞɧɵɯ ɢɡɨɛɪɚɠɟɧɢɣ

Ɉɛɭɱɢɦ ɦɨɞɟɥɢ ɢɫɩɨɥɶɡɭɹ ɩɨɫɥɟɞɨɜɚɬɟɥɶɧɭɸ ɡɚɝɪɭɡɤɭ ɞɚɧɧɵɯ ɉɪɨɜɟ ɞɟɦ ɨɰɟɧɤɭ ɤɚɱɟɫɬɜɚ ɩɪɟɞɫɤɚɡɚɧɢɹ ɩɨ ɤɨɷɮɮɢɰɢɟɧɬɭ ɫɯɨɞɫɬɜɚ

Ⱦɚɧɧɵɟ

KWWSV YLGHR LWWHQVLYH FRP PDFKLQH OHDUQLQJ FORXGV WUDLQ FVY J] ɆɛKWWSV YLGHR LWWHQVLYH FRP PDFKLQH OHDUQLQJ FORXGV WUDLQBLPDJHVB

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