Developing a Neural Network Regression Model

AIM

To develop a neural network regression model for the given dataset.

THEORY

Explain the problem statement

Neural Network Model

Include the neural network model diagram.

DESIGN STEPS

STEP 1:

Loading the dataset

STEP 2:

Split the dataset into training and testing

STEP 3:

Create MinMaxScalar objects ,fit the model and transform the data.

STEP 4:

Build the Neural Network Model and compile the model.

STEP 5:

Train the model with the training data.

STEP 6:

Plot the performance plot

STEP 7:

Evaluate the model with the testing data.

PROGRAM

Include your code here

Dataset Information

Include screenshot of the dataset

OUTPUT

Training Loss Vs Iteration Plot

Include your plot here

Test Data Root Mean Squared Error

Find the test data root mean squared error

New Sample Data Prediction

Include your sample input and output here

RESULT