{"id":987,"date":"2023-08-09T10:47:48","date_gmt":"2023-08-09T10:47:48","guid":{"rendered":"https:\/\/www.gptmain.news\/?p=987"},"modified":"2023-08-09T10:47:48","modified_gmt":"2023-08-09T10:47:48","slug":"%d0%bf%d0%be%d0%bb%d1%8c%d0%b7%d0%be%d0%b2%d0%b0%d1%82%d0%b5%d0%bb%d1%8c%d1%81%d0%ba%d0%b8%d0%b9-%d0%be%d0%b1%d1%80%d0%b0%d1%82%d0%bd%d1%8b%d0%b9-%d0%b2%d1%8b%d0%b7%d0%be%d0%b2-keras-%d0%bf%d0%b8","status":"publish","type":"post","link":"https:\/\/gptmain.news\/?p=987","title":{"rendered":"\u041f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u0438\u0439 \u043e\u0431\u0440\u0430\u0442\u043d\u044b\u0439 \u0432\u044b\u0437\u043e\u0432 Keras | \u041f\u0438\u0442\u043e\u043d |\n | GPTMain News"},"content":{"rendered":"
\n

\u0418\u043c\u043f\u043e\u0440\u0442\u0438\u0440\u043e\u0432\u0430\u0442\u044c <\/span>\u041a\u0435\u0440\u0430\u0441<\/span><\/p>\n

\u043e\u0442 <\/span>\u041a\u0435\u0440\u0430\u0441<\/span>.<\/span>\u043c\u043e\u0434\u0435\u043b\u0438 <\/span>\u0418\u043c\u043f\u043e\u0440\u0442\u0438\u0440\u043e\u0432\u0430\u0442\u044c <\/span>\u041f\u043e\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0439<\/span><\/p>\n

\u043e\u0442 <\/span>\u041a\u0435\u0440\u0430\u0441<\/span>.<\/span>\u0441\u043b\u043e\u0438 <\/span>\u0418\u043c\u043f\u043e\u0440\u0442\u0438\u0440\u043e\u0432\u0430\u0442\u044c <\/span>\u041f\u043b\u043e\u0442\u043d\u044b\u0439<\/span>,<\/span> <\/span>\u0412\u044b\u0431\u044b\u0432\u0430\u0442\u044c<\/span>,<\/span> <\/span>\u0421\u0433\u043b\u0430\u0434\u0438\u0442\u044c<\/span><\/p>\n

\u043e\u0442 <\/span>\u041a\u0435\u0440\u0430\u0441<\/span>.<\/span>\u0441\u043b\u043e\u0438 <\/span>\u0418\u043c\u043f\u043e\u0440\u0442\u0438\u0440\u043e\u0432\u0430\u0442\u044c <\/span>Conv2D<\/span>,<\/span> <\/span>MaxPooling2D<\/span><\/p>\n

\u043e\u0442 <\/span>\u041a\u0435\u0440\u0430\u0441 <\/span>\u0418\u043c\u043f\u043e\u0440\u0442\u0438\u0440\u043e\u0432\u0430\u0442\u044c <\/span>\u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f \u0447\u0430\u0441\u0442\u044c <\/span>\u043a\u0430\u043a<\/span> <\/span>\u041a<\/span><\/p>\n

\u043e\u0442 <\/span>\u041a\u0435\u0440\u0430\u0441<\/span>.<\/span>\u043d\u0430\u0431\u043e\u0440\u044b \u0434\u0430\u043d\u043d\u044b\u0445 <\/span>\u0418\u043c\u043f\u043e\u0440\u0442\u0438\u0440\u043e\u0432\u0430\u0442\u044c <\/span>fashion_mnist<\/span><\/p>\n

\u043e\u0442 <\/span>\u041a\u0435\u0440\u0430\u0441<\/span>.<\/span>\u043e\u0431\u0440\u0430\u0442\u043d\u044b\u0435 \u0432\u044b\u0437\u043e\u0432\u044b <\/span>\u0418\u043c\u043f\u043e\u0440\u0442\u0438\u0440\u043e\u0432\u0430\u0442\u044c <\/span>\u041b\u044f\u043c\u0431\u0434\u0430\u041e\u0431\u0440\u0430\u0442\u043d\u044b\u0439 \u0437\u0432\u043e\u043d\u043e\u043a<\/span><\/p>\n<\/p>\n

\u0440\u0430\u0437\u043c\u0435\u0440 \u043f\u0430\u0440\u0442\u0438\u0438<\/span> <\/span>“=”<\/span> <\/span>128<\/span><\/p>\n

num_classes<\/span> <\/span>“=”<\/span> <\/span>10<\/span><\/p>\n

\u044d\u043f\u043e\u0445\u0438<\/span> <\/span>“=”<\/span> <\/span>12<\/span><\/p>\n<\/p>\n

# \u0440\u0430\u0437\u043c\u0435\u0440\u044b \u0432\u0445\u043e\u0434\u043d\u043e\u0433\u043e \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f<\/span><\/p>\n

img_rows<\/span>,<\/span> <\/span>img_cols<\/span> <\/span>“=”<\/span> <\/span>28<\/span>,<\/span> <\/span>28<\/span><\/p>\n<\/p>\n

# \u0434\u0430\u043d\u043d\u044b\u0435, \u0440\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u043d\u044b\u0435 \u043c\u0435\u0436\u0434\u0443 \u043e\u0431\u0443\u0447\u0430\u044e\u0449\u0438\u043c\u0438 \u0438 \u0442\u0435\u0441\u0442\u043e\u0432\u044b\u043c\u0438 \u043d\u0430\u0431\u043e\u0440\u0430\u043c\u0438<\/span><\/p>\n

(<\/span>x_train<\/span>,<\/span> <\/span>y_train<\/span>)<\/span>,<\/span> <\/span>(<\/span>x_test<\/span>,<\/span> <\/span>y_test<\/span>)<\/span> <\/span>“=”<\/span> <\/span>fashion_mnist<\/span>.<\/span>load_data<\/span>(<\/span>)<\/span><\/p>\n<\/p>\n

\u0435\u0441\u043b\u0438<\/span> <\/span>\u041a<\/span>.<\/span>image_data_format<\/span>(<\/span>)<\/span> <\/span>==<\/span> <\/span>‘\u043a\u0430\u043d\u0430\u043b\u044b_\u0441\u043d\u0430\u0447\u0430\u043b\u0430’<\/span>:<\/span><\/p>\n

<\/span>x_train<\/span> <\/span>“=”<\/span> <\/span>x_train<\/span>.<\/span>\u0438\u0437\u043c\u0435\u043d\u0438\u0442\u044c \u0444\u043e\u0440\u043c\u0443<\/span>(<\/span>x_train<\/span>.<\/span>\u0444\u043e\u0440\u043c\u0430<\/span>[<\/span>0<\/span>]<\/span>,<\/span> <\/span>1<\/span>,<\/span> <\/span>img_rows<\/span>,<\/span> <\/span>img_cols<\/span>)<\/span><\/p>\n

<\/span>x_test<\/span> <\/span>“=”<\/span> <\/span>x_test<\/span>.<\/span>\u0438\u0437\u043c\u0435\u043d\u0438\u0442\u044c \u0444\u043e\u0440\u043c\u0443<\/span>(<\/span>x_test<\/span>.<\/span>\u0444\u043e\u0440\u043c\u0430<\/span>[<\/span>0<\/span>]<\/span>,<\/span> <\/span>1<\/span>,<\/span> <\/span>img_rows<\/span>,<\/span> <\/span>img_cols<\/span>)<\/span><\/p>\n

<\/span>input_shape<\/span> <\/span>“=”<\/span> <\/span>(<\/span>1<\/span>,<\/span> <\/span>img_rows<\/span>,<\/span> <\/span>img_cols<\/span>)<\/span><\/p>\n

\u0435\u0449\u0435<\/span>:<\/span><\/p>\n

<\/span>x_train<\/span> <\/span>“=”<\/span> <\/span>x_train<\/span>.<\/span>\u0438\u0437\u043c\u0435\u043d\u0438\u0442\u044c \u0444\u043e\u0440\u043c\u0443<\/span>(<\/span>x_train<\/span>.<\/span>\u0444\u043e\u0440\u043c\u0430<\/span>[<\/span>0<\/span>]<\/span>,<\/span> <\/span>img_rows<\/span>,<\/span> <\/span>img_cols<\/span>,<\/span> <\/span>1<\/span>)<\/span><\/p>\n

<\/span>x_test<\/span> <\/span>“=”<\/span> <\/span>x_test<\/span>.<\/span>\u0438\u0437\u043c\u0435\u043d\u0438\u0442\u044c \u0444\u043e\u0440\u043c\u0443<\/span>(<\/span>x_test<\/span>.<\/span>\u0444\u043e\u0440\u043c\u0430<\/span>[<\/span>0<\/span>]<\/span>,<\/span> <\/span>img_rows<\/span>,<\/span> <\/span>img_cols<\/span>,<\/span> <\/span>1<\/span>)<\/span><\/p>\n

<\/span>input_shape<\/span> <\/span>“=”<\/span> <\/span>(<\/span>img_rows<\/span>,<\/span> <\/span>img_cols<\/span>,<\/span> <\/span>1<\/span>)<\/span><\/p>\n<\/p>\n

x_train<\/span> <\/span>“=”<\/span> <\/span>x_train<\/span>.<\/span>\u0430\u0442\u0438\u043f\u0438\u044f<\/span>(<\/span>‘\u043f\u043e\u043f\u043b\u0430\u0432\u043e\u043a32’<\/span>)<\/span><\/p>\n

x_test<\/span> <\/span>“=”<\/span> <\/span>x_test<\/span>.<\/span>\u0430\u0442\u0438\u043f\u0438\u044f<\/span>(<\/span>‘\u043f\u043e\u043f\u043b\u0430\u0432\u043e\u043a32’<\/span>)<\/span><\/p>\n

x_train<\/span> <\/span>“=”<\/span> <\/span>255<\/span><\/p>\n

x_test<\/span> <\/span>“=”<\/span> <\/span>255<\/span><\/p>\n

\u0420\u0430\u0441\u043f\u0435\u0447\u0430\u0442\u0430\u0442\u044c<\/span>(<\/span>‘\u0444\u043e\u0440\u043c\u0430 x_train:’<\/span>,<\/span> <\/span>x_train<\/span>.<\/span>\u0444\u043e\u0440\u043c\u0430<\/span>)<\/span><\/p>\n

\u0420\u0430\u0441\u043f\u0435\u0447\u0430\u0442\u0430\u0442\u044c<\/span>(<\/span>x_train<\/span>.<\/span>\u0444\u043e\u0440\u043c\u0430<\/span>[<\/span>0<\/span>]<\/span>,<\/span> <\/span>\u00ab\u043e\u0431\u0443\u0447\u0438\u0442\u044c \u043e\u0431\u0440\u0430\u0437\u0446\u044b\u00bb<\/span>)<\/span><\/p>\n

\u0420\u0430\u0441\u043f\u0435\u0447\u0430\u0442\u0430\u0442\u044c<\/span>(<\/span>x_test<\/span>.<\/span>\u0444\u043e\u0440\u043c\u0430<\/span>[<\/span>0<\/span>]<\/span>,<\/span> <\/span>\u00ab\u0438\u0441\u043f\u044b\u0442\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u043e\u0431\u0440\u0430\u0437\u0446\u044b\u00bb<\/span>)<\/span><\/p>\n<\/p>\n

# \u043f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u0442\u044c \u0432\u0435\u043a\u0442\u043e\u0440\u044b \u043a\u043b\u0430\u0441\u0441\u043e\u0432 \u0432 \u0431\u0438\u043d\u0430\u0440\u043d\u044b\u0435 \u043c\u0430\u0442\u0440\u0438\u0446\u044b \u043a\u043b\u0430\u0441\u0441\u043e\u0432<\/span><\/p>\n

y_train<\/span> <\/span>“=”<\/span> <\/span>\u041a\u0435\u0440\u0430\u0441<\/span>.<\/span>\u0443\u0442\u0438\u043b\u0438\u0442\u044b<\/span>.<\/span>to_categorical<\/span>(<\/span>y_train<\/span>,<\/span> <\/span>num_classes<\/span>)<\/span><\/p>\n

y_test<\/span> <\/span>“=”<\/span> <\/span>\u041a\u0435\u0440\u0430\u0441<\/span>.<\/span>\u0443\u0442\u0438\u043b\u0438\u0442\u044b<\/span>.<\/span>to_categorical<\/span>(<\/span>y_test<\/span>,<\/span> <\/span>num_classes<\/span>)<\/span><\/p>\n<\/p>\n

#\u0421\u043e\u0437\u0434\u0430\u043d\u0438\u0435 \u043d\u0430\u0448\u0435\u0439 CNN<\/span><\/p>\n

\u043c\u043e\u0434\u0435\u043b\u044c<\/span> <\/span>“=”<\/span> <\/span>\u041f\u043e\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0439<\/span>(<\/span>)<\/span><\/p>\n

\u043c\u043e\u0434\u0435\u043b\u044c<\/span>.<\/span>\u0434\u043e\u0431\u0430\u0432\u043b\u044f\u0442\u044c<\/span>(<\/span>Conv2D<\/span>(<\/span>32<\/span>,<\/span> <\/span>\u0440\u0430\u0437\u043c\u0435\u0440_\u044f\u0434\u0440\u0430<\/span>“=”<\/span>(<\/span>3<\/span>,<\/span> <\/span>3<\/span>)<\/span>,<\/span><\/p>\n

<\/span>\u0430\u043a\u0442\u0438\u0432\u0430\u0446\u0438\u044f<\/span>“=”<\/span>‘\u0440\u0435\u043b\u0443’<\/span>,<\/span><\/p>\n

<\/span>input_shape<\/span>“=”<\/span>input_shape<\/span>)<\/span>)<\/span><\/p>\n

\u043c\u043e\u0434\u0435\u043b\u044c<\/span>.<\/span>\u0434\u043e\u0431\u0430\u0432\u043b\u044f\u0442\u044c<\/span>(<\/span>Conv2D<\/span>(<\/span>64<\/span>,<\/span> <\/span>(<\/span>3<\/span>,<\/span> <\/span>3<\/span>)<\/span>,<\/span> <\/span>\u0430\u043a\u0442\u0438\u0432\u0430\u0446\u0438\u044f<\/span>“=”<\/span>‘\u0440\u0435\u043b\u0443’<\/span>)<\/span>)<\/span><\/p>\n

\u043c\u043e\u0434\u0435\u043b\u044c<\/span>.<\/span>\u0434\u043e\u0431\u0430\u0432\u043b\u044f\u0442\u044c<\/span>(<\/span>MaxPooling2D<\/span>(<\/span>pool_size<\/span>“=”<\/span>(<\/span>2<\/span>,<\/span> <\/span>2<\/span>)<\/span>)<\/span>)<\/span><\/p>\n

\u043c\u043e\u0434\u0435\u043b\u044c<\/span>.<\/span>\u0434\u043e\u0431\u0430\u0432\u043b\u044f\u0442\u044c<\/span>(<\/span>\u0412\u044b\u0431\u044b\u0432\u0430\u0442\u044c<\/span>(<\/span>0,25<\/span>)<\/span>)<\/span><\/p>\n

\u043c\u043e\u0434\u0435\u043b\u044c<\/span>.<\/span>\u0434\u043e\u0431\u0430\u0432\u043b\u044f\u0442\u044c<\/span>(<\/span>\u0421\u0433\u043b\u0430\u0434\u0438\u0442\u044c<\/span>(<\/span>)<\/span>)<\/span><\/p>\n

\u043c\u043e\u0434\u0435\u043b\u044c<\/span>.<\/span>\u0434\u043e\u0431\u0430\u0432\u043b\u044f\u0442\u044c<\/span>(<\/span>\u041f\u043b\u043e\u0442\u043d\u044b\u0439<\/span>(<\/span>128<\/span>,<\/span> <\/span>\u0430\u043a\u0442\u0438\u0432\u0430\u0446\u0438\u044f<\/span>“=”<\/span>‘\u0440\u0435\u043b\u0443’<\/span>)<\/span>)<\/span><\/p>\n

\u043c\u043e\u0434\u0435\u043b\u044c<\/span>.<\/span>\u0434\u043e\u0431\u0430\u0432\u043b\u044f\u0442\u044c<\/span>(<\/span>\u0412\u044b\u0431\u044b\u0432\u0430\u0442\u044c<\/span>(<\/span>0,5<\/span>)<\/span>)<\/span><\/p>\n

\u043c\u043e\u0434\u0435\u043b\u044c<\/span>.<\/span>\u0434\u043e\u0431\u0430\u0432\u043b\u044f\u0442\u044c<\/span>(<\/span>\u041f\u043b\u043e\u0442\u043d\u044b\u0439<\/span>(<\/span>num_classes<\/span>,<\/span> <\/span>\u0430\u043a\u0442\u0438\u0432\u0430\u0446\u0438\u044f<\/span>“=”<\/span>‘\u0441\u043e\u0444\u0442\u043c\u0430\u043a\u0441’<\/span>)<\/span>)<\/span><\/p>\n<\/p>\n

#\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u0443\u0435\u043c \u043c\u043e\u0434\u0435\u043b\u044c<\/span><\/p>\n

\u043c\u043e\u0434\u0435\u043b\u044c<\/span>.<\/span>\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u0442\u044c<\/span>(<\/span>\u043f\u043e\u0442\u0435\u0440\u044f<\/span>“=”<\/span>\u041a\u0435\u0440\u0430\u0441<\/span>.<\/span>\u0443\u0431\u044b\u0442\u043a\u0438<\/span>.<\/span>categorical_crossentropy<\/span>,<\/span><\/p>\n

<\/span>\u043e\u043f\u0442\u0438\u043c\u0438\u0437\u0430\u0442\u043e\u0440<\/span>“=”<\/span>\u041a\u0435\u0440\u0430\u0441<\/span>.<\/span>\u043e\u043f\u0442\u0438\u043c\u0438\u0437\u0430\u0442\u043e\u0440\u044b<\/span>.<\/span>\u0410\u0434\u0430\u0434\u0435\u043b\u044c\u0442\u0430<\/span>(<\/span>)<\/span>,<\/span><\/p>\n

<\/span>\u043f\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u0438<\/span>“=”<\/span>[<\/span>‘accuracy’<\/span>]<\/span>)<\/span><\/p>\n<\/p>\n

# \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u0435 \u0444\u0443\u043d\u043a\u0446\u0438\u0438, \u043a\u043e\u0442\u043e\u0440\u0430\u044f \u0431\u0443\u0434\u0435\u0442 \u0432\u044b\u0437\u044b\u0432\u0430\u0442\u044c\u0441\u044f \u0432 \u043a\u043e\u043d\u0446\u0435 \u044d\u043f\u043e\u0445\u0438<\/span><\/p>\n

\u0434\u0435\u0444 <\/span>on_epoch_end<\/span>(<\/span>_<\/span>,<\/span>\u0436\u0443\u0440\u043d\u0430\u043b\u044b<\/span>)<\/span>:<\/span><\/p>\n

<\/span>\u041f\u041e\u0420\u041e\u0413<\/span> <\/span>“=”<\/span> <\/span>0,90<\/span><\/p>\n

<\/span>\u0435\u0441\u043b\u0438<\/span>(<\/span>\u0436\u0443\u0440\u043d\u0430\u043b\u044b<\/span>[<\/span>‘val_acc’<\/span>]<\/span>><\/span> <\/span>\u041f\u041e\u0420\u041e\u0413<\/span>)<\/span>:<\/span><\/p>\n

<\/span>\u043c\u043e\u0434\u0435\u043b\u044c<\/span>.<\/span>stop_training<\/span>“=”<\/span>\u0418\u0441\u0442\u0438\u043d\u043d\u044b\u0439<\/span><\/p>\n

<\/span>\u0420\u0430\u0441\u043f\u0435\u0447\u0430\u0442\u0430\u0442\u044c<\/span>(<\/span>\u00ab\u041e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430 \u0442\u0440\u0435\u043d\u0438\u0440\u043e\u0432\u043a\u0438. \u0422\u043e\u0447\u043d\u043e\u0441\u0442\u044c \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0434\u043e\u0441\u0442\u0438\u0433\u0430\u0435\u0442 90%’<\/span>)<\/span><\/p>\n

\u043b\u044f\u043c\u0431\u0434\u0430\u043a<\/span> <\/span>“=”<\/span> <\/span>\u041b\u044f\u043c\u0431\u0434\u0430\u041e\u0431\u0440\u0430\u0442\u043d\u044b\u0439 \u0437\u0432\u043e\u043d\u043e\u043a<\/span>(<\/span>on_epoch_end<\/span>“=”<\/span>on_epoch_end<\/span>)<\/span><\/p>\n<\/p>\n

\u0438\u0441\u0442\u043e\u0440\u0438\u044f<\/span> <\/span>“=”<\/span> <\/span>\u043c\u043e\u0434\u0435\u043b\u044c<\/span>.<\/span>\u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u043e\u0432\u0430\u0442\u044c<\/span>(<\/span>x_train<\/span>,<\/span> <\/span>y_train<\/span>,<\/span><\/p>\n

<\/span>\u0440\u0430\u0437\u043c\u0435\u0440 \u043f\u0430\u0440\u0442\u0438\u0438<\/span>“=”<\/span>\u0440\u0430\u0437\u043c\u0435\u0440 \u043f\u0430\u0440\u0442\u0438\u0438<\/span>,<\/span><\/p>\n

<\/span>\u044d\u043f\u043e\u0445\u0438<\/span>“=”<\/span>\u044d\u043f\u043e\u0445\u0438<\/span>,<\/span><\/p>\n

<\/span>\u043f\u043e\u0434\u0440\u043e\u0431\u043d\u044b\u0439<\/span>“=”<\/span>1<\/span>,<\/span><\/p>\n

<\/span>validation_split<\/span>“=”<\/span>0,3<\/span>,<\/span><\/p>\n

<\/span>\u043e\u0431\u0440\u0430\u0442\u043d\u044b\u0435 \u0432\u044b\u0437\u043e\u0432\u044b<\/span>“=”<\/span>[<\/span>lambdac<\/span>]<\/span>)<\/span><\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"

\u0418\u043c\u043f\u043e\u0440\u0442\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u041a\u0435\u0440\u0430\u0441 \u043e\u0442 \u041a\u0435\u0440\u0430\u0441.\u043c\u043e\u0434\u0435\u043b\u0438 \u0418\u043c\u043f\u043e\u0440\u0442\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u041f\u043e\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0439 \u043e\u0442 \u041a\u0435\u0440\u0430\u0441.\u0441\u043b\u043e\u0438 \u0418\u043c\u043f\u043e\u0440\u0442\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u041f\u043b\u043e\u0442\u043d\u044b\u0439, \u0412\u044b\u0431\u044b\u0432\u0430\u0442\u044c, \u0421\u0433\u043b\u0430\u0434\u0438\u0442\u044c \u043e\u0442 \u041a\u0435\u0440\u0430\u0441.\u0441\u043b\u043e\u0438 \u0418\u043c\u043f\u043e\u0440\u0442\u0438\u0440\u043e\u0432\u0430\u0442\u044c Conv2D, MaxPooling2D \u043e\u0442 \u041a\u0435\u0440\u0430\u0441 \u0418\u043c\u043f\u043e\u0440\u0442\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f \u0447\u0430\u0441\u0442\u044c \u043a\u0430\u043a \u041a \u043e\u0442 \u041a\u0435\u0440\u0430\u0441.\u043d\u0430\u0431\u043e\u0440\u044b \u0434\u0430\u043d\u043d\u044b\u0445 \u0418\u043c\u043f\u043e\u0440\u0442\u0438\u0440\u043e\u0432\u0430\u0442\u044c fashion_mnist \u043e\u0442 \u041a\u0435\u0440\u0430\u0441.\u043e\u0431\u0440\u0430\u0442\u043d\u044b\u0435 \u0432\u044b\u0437\u043e\u0432\u044b \u0418\u043c\u043f\u043e\u0440\u0442\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u041b\u044f\u043c\u0431\u0434\u0430\u041e\u0431\u0440\u0430\u0442\u043d\u044b\u0439 \u0437\u0432\u043e\u043d\u043e\u043a \u0440\u0430\u0437\u043c\u0435\u0440 \u043f\u0430\u0440\u0442\u0438\u0438 “=” 128 num_classes “=” 10 \u044d\u043f\u043e\u0445\u0438 “=” 12 # \u0440\u0430\u0437\u043c\u0435\u0440\u044b \u0432\u0445\u043e\u0434\u043d\u043e\u0433\u043e \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f img_rows, img_cols “=” 28, 28 # […]<\/p>\n","protected":false},"author":1,"featured_media":988,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":{"0":"post-987","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-ai-research-and-news"},"_links":{"self":[{"href":"https:\/\/gptmain.news\/index.php?rest_route=\/wp\/v2\/posts\/987","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/gptmain.news\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/gptmain.news\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/gptmain.news\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/gptmain.news\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=987"}],"version-history":[{"count":0,"href":"https:\/\/gptmain.news\/index.php?rest_route=\/wp\/v2\/posts\/987\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/gptmain.news\/index.php?rest_route=\/wp\/v2\/media\/988"}],"wp:attachment":[{"href":"https:\/\/gptmain.news\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=987"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/gptmain.news\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=987"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/gptmain.news\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=987"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}