Answered: : import pandas as pd…

Microsoft Visual C#

7th Edition

ISBN:9781337102100

Author:Joyce, Farrell.

Publisher:Joyce, Farrell.

Chapter14: Files And Streams

Section: Chapter Questions

Problem 2CP: In Chapter 11, you created the most recent version of the MarshallsRevenue program, which prompts...

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Question

a): Use the “ExampleTrainDataset.csv” Implement a multi-layer perceptron
with 1 input layer, 1 hidden layer with 4 perceptron (fully connected), 1 output layer
with 1 perceptron.
- Use squared error as the loss function.
- Implement batch-based learning (i.e, accumulate loss for all samples in
each iteration, and update weights once at the end)
- Use sigmoid activation function for all perceptron. Learning rate = 0.01
- Perform 50 iterations of learning.
- Plot a graph of training Loss with respect to iterations. Include this graph in
your report with the final weight vectors.
b): Using the trained MLP, perform predictions on “ExampleTestDataset.csv”
and report the test loss.