Used dataset: https://www.kaggle.com/davisraimon/mobile-price-classification/data
Feature name | Feature description | Type |
---|---|---|
id | ID | Numeric |
battery_power | Total energy a battery can store in mAh | Numeric |
blue | Has bluetooth or not | Boolean |
clock_speed | Speed at which microprocessor executes instructions | Numeric |
dual_sim | Has dual sim support or not | Boolean |
fc | Front Camera mega pixels | Numeric |
four_g | Has 4G or not | Boolean |
int_memory | Internal Memory in Gigabytes | Numeric |
m_dep | Mobile Depth in cm | Numeric |
mobile_wt | Weight of mobile phone | Numeric |
n_cores | Number of cores of processor | Numeric |
pc | Primary Camera mega pixels | Numeric |
px_height | Pixel Resolution Height | Numeric |
px_width | Pixel Resolution Width | Numeric |
ram | Random Access Memory in Megabytes | Numeric |
sc_h | Screen Height of mobile in cm | Numeric |
sc_w | Screen Width of mobile in cm | Numeric |
talk_time | Longest time that battery will last by a call | Numeric |
three_g | Has 3G or not | Boolean |
touch_screen | Has touch screen or not | Boolean |
wifi | Has wifi or not | Numeric |
Model name | Accuracy |
---|---|
KNN classifier with 9 NN | 92.8% |