Predict whether the credit card using customer going to default or not.

INSTRUCTIONS TO CANDIDATES

ANSWER ALL QUESTIONS

Q1 Write Python code to build a neural network with the following details.

- Input data = Iris dataset

- Number of hidden layers = 1

- Number of units in hidden layer = 10

- Number of iterations = 5000

- Learning algorithm = stochastic gradient descent

- Activation = logistic

- Learning rate = 0.0001, 0.001, 0.01, 0.1, 1

1. Compare the training score for each learning rate.

2. Plot the loss curve for each learning rate.

3. Report execution time for each learning rate as a bar graph. (Use library time and time() method)

Q2 Predict whether the credit card using customer going to default or not. 

1. Import the data from the default of credit card clients (Links to an external site.)  

3. Consider all columns as independent variables and assign to variable X except the last column and consider the last column as a dependent variable and assign to variable y.

4. Remove columns that don’t help the problem statement. 

5. Do Feature Scaling on Independent variables 

6. Split the data into train and test dataset 

7. Use Keras to make the neural network model and train the dataset on the same. 

8. Compute the accuracy and confusion matrix. 

Attachments:

Related Questions

. The fundamental operations of create, read, update, and delete (CRUD) in either Python or Java

CS 340 Milestone One Guidelines and Rubric  Overview: For this assignment, you will implement the fundamental operations of create, read, update,

. Develop a program to emulate a purchase transaction at a retail store. This  program will have two classes, a LineItem class and a Transaction class

Retail Transaction Programming Project  Project Requirements:  Develop a program to emulate a purchase transaction at a retail store. This

. The following program contains five errors. Identify the errors and fix them

7COM1028   Secure Systems Programming   Referral Coursework: Secure

. Accepts the following from a user: Item Name Item Quantity Item Price Allows the user to create a file to store the sales receipt contents

Create a GUI program that:Accepts the following from a user:Item NameItem QuantityItem PriceAllows the user to create a file to store the sales receip

. The final project will encompass developing a web service using a software stack and implementing an industry-standard interface. Regardless of whether you choose to pursue application development goals as a pure developer or as a software engineer

CS 340 Final Project Guidelines and Rubric  Overview The final project will encompass developing a web service using a software stack and impleme