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finish my code

Most of my code is finished, but still need the "todo" pars to be finished:

• You may change the hyperparameters (number of epochs, learning rate etc.) listed in the beginning

of nn main.py.

• Plot the train/validation losses of the encoder (AEFullyConnected and AECNN ) and neural

network (BaselineMLP and BaselineCNN ) separately (4 plots total, each with train/validation

curves). Report the best test accuracy your model achieves and the hyperparameters used.

(a) Your first task is to modify the structure of the provided fully-connected AE to improve the

performance of its model. nn [login to view URL] has a simple fully-connected AE AEFullyConnected for

you to begin with. Run the model using this AE - you will notice that currently it does not do

a very good job. It should give you a test accuracy of around 14.3%. However, it is improving

performance slightly – if you train the MLP on just the labeled data, discarding the AE and

unlabeled data, you should get a test accuracy of around 11%. See if you can modify the AE

to get better than 14.3%. Describe the modifications you made.

(b) Your second task is to implement the Convolutional AE. The encoder will consist of only convolutional layers while the decoder may have fully-connected layers. nn [login to view URL] has the skeleton for AECNN that you will fill in. If you train the CNN on just the supervised data, discarding the AE and unlabeled data, you should get a test accuracy of around 49.3%. Utilizing AECNN with the unlabeled data should allow you to improve the this accuracy. Explore and let us know what architecture you choose. Just report how you achieved this accuracy.

Taidot: Neural Networks, Pytorch, Python

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Tietoa työnantajasta:
( 1 arvostelu ) San diego, United States

Projektin tunnus: #22819020

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timeisbigbigmone

Hi there If you give enough times for me to finish it, I can do it with your deadline. I have full experiences with C# & Python, Algorithm. If you ping me via chat, I will discuss with you to solve it. Have a good time Lisää

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bestlancer97

Hi, there. I am very interested in your post project. I have done many projects with Python, Tensorflow, Pytorch, Machine Learning (ML). Let's discuss further details via chat, so we can discuss this project more det Lisää

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Kinamusa

hello Sir I am Shakina from Malaysia . I am very interested in your post project. I have done many projects with Python, Tensorflow, Pytorch, Machine Learning ML. If you interested want hire me , you can message me. I Lisää

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artemzlobin900

Hello. I have read your proposal very carefully. I am a new in Freelancer, but you can see I am Python developer. Frankly speaking I am a Python expert. I have enough experience for 8+years. And I have ever worked on Lisää

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