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Examine neural networks in Python. The dataset has 20 records and 19 different attributes about smartphone specifications. The goal in this analysis is to predict

Examine neural networks in Python. The dataset has 20 records and 19 different attributes about smartphone specifications. The goal in this analysis is to predict the price of a smartphone based on its attributes using neural network techniques. This data set has the following price range: 0 for low, 1 for middle, 2 for expensive, and 3 for very expensive. Preparing the data for a neural network is very important. The data needs to be divided into training (70%) and testing (30%) datasets.

battery_power

bluetooth

clock_speed

dual_sim

frontcamerapixel

4G

memorysize

weight

cores

primarycamerapixel

pixelresolutionheight

pixelresolutionwidth

ram

screenheight

screenwidth

talk_time

3G

touch_screen

wifi

price_range

842

0

2.2

0

1

0

7

188

2

2

20

756

2549

9

7

19

0

0

1

1

1021

1

0.5

1

0

1

53

136

3

6

905

1988

2631

17

3

7

1

1

0

2

563

1

0.5

1

2

1

41

145

5

6

1263

1716

2603

11

2

9

1

1

0

2

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