О’zbekiston respublikasi axborot texnologiyalari va kommunikatsiyalarini rivojlantirish vazirligi muhammad al-xorazmiy nomidagi toshkent axborot texnologiyalari universiteti

О’ZBEKISTON RESPUBLIKASI AXBOROT TEXNOLOGIYALARI VA KOMMUNIKATSIYALARINI RIVOJLANTIRISH VAZIRLIGI MUHAMMAD AL-XORAZMIY NOMIDAGI TOSHKENT AXBOROT TEXNOLOGIYALARI UNIVERSITETI

2-amaliy topshiriq

Fan : Mashinali o’qitish
Guruh : 211-20
Bajardi :Ibragimov M

1. 
   Python muhitida Pandas, Keras, Tensorflow, kutubxonalaridan foydalangan holda jadval ko’rinishida berilgan ma’lumotlarni klassifikatsiya qilish.
   

Google colab havola:

https://colab.research.google.com/drive/1AwtsvdyKf_7L89LenC5jOwE34kBmSBj8

python dastrulash tilida yozilgan kod:

import numpy as np
import pandas as pd
import matplotlib.pyplot as plt
import math

dataset = np.array([

[5, 1180,50, 2,1, 0],
[6, 1490, 55,2,1, 0],
[41, 1370, 60,2,1,0],
[42, 2300,65, 2,1,0],
[43, 2000,70, 2,1,0],
[44, 1370,75, 2,1,0],
[24, 2300,140, 4,2,1],
[25, 2890,143, 4,2,1],
[26, 2500,145, 4,3,1],
[27, 2660,149, 4,3,1],
[28, 2700,152, 4,3,1],
[11, 1444,80, 2,1,0],
[12, 1100,85, 3,1,0],
[13, 1550,90, 3,1,0],
[14, 1490,95, 3,1,0],
[15, 1280,100, 3,1,0],
[16, 1290,105,3,2,0],
[17, 1880,110, 3,2,0],
[45, 1990, 115,3,2,0],
[46, 2050,120, 3,2,1],
[47, 2150,125, 3,2,1],
[21, 2220,130, 3,2,1],
[22, 2100,135, 3,2,1],
[34, 2380,137, 3,2,1],
[29, 2500,120, 4,3,1],
[30, 2900,156, 4,3,1],
[31, 1990,157, 4,3,1],
[32, 2600,159, 4,3,2],
[33, 2700,160, 4,3,2],
[19, 2890,150, 4,3,2],
[35, 2690,175, 5,3,2],
[36, 2400,180, 5,3,2],
[37, 1940,185, 5,3,2],
[38, 1870,189, 5,3,2],
[39, 2100,200, 6,3,2],
[40, 2330,195, 6,3,2],
[6, 2790,196, 6,3,2],
[7, 2600,200, 6,3,2],
[9, 2280, 210,7,3,2],
[10, 2790, 220,7,3,2]
])

x=np.array(dataset[:,0:5])

y=np.array(dataset[:,-1])

df=pd.DataFrame({

"Maktab ID":x[:,0],
"O'quvchilar soni":x[:,1],
"Bitiruvchilar soni":x[:,2],
"Professor o'qituvchilar soni":x[:,3],
"Binolar soni":x[:,4],
"Sport Zallar soni":y[:],
})
df

2. 
   Logistik regressiya tushunchasi. Xatoliklarni baholash. Klassifikatsiyalashni amalga oshirish.
   

Java dasturlash tilidagi kod