In the space below, write another possible code for creating an ANN model that will be able to classify the digits correctly.

You need to write the complete program, including:

Step $1$: Importing libraries

Step $2$: Loading the dataset

Step $3$: Understanding the dataset $-$ printing the data type; shape of the data; plotting of an image; or any other type of data exploration or visualisation or pre$-$processing

Step $4$: Building the ANN model

Creating an ANN model depends heavily on the number of layers in the network. To construct the network, you must determine a number of parameters, including the number of layers, the number of neurons in each layer, the activation function required, and the number of outputs.

Remember that the number of layers in an ANN, and the number of neurons inside each layer you can decide it based on the task type.

As you have learned in the student book, follow the steps below to design an ANN model.

Stage $4$ Possible Solution

Step $1-$ Build the network model

Step $2-$ Compile the network model

Step $3-$ Train the network model