s47036219 ADNI VQ-VAE Connor Armstrong

[ConnorArmstrong]

Connor Armstrong - s47036219

The following is my implementation of a Vector Quantized Variational Autoencoder acting on the ADNI brain dataset.
If anything else is needed (like the saved weights) please let me know.

I have an extension making the due date the 24/10/2023.

Thank you in advance.

[SiyuLiu0329]

This is an initial inspection, no action is required at this point

Difficulty: Hard

Readme Overall: 
Good

• Project Overview: Good
• Model: Good
• Data + Preprocessing: no description of data preprocessing
• Training / Loss Curve(s): no graph(s)
  - Result Demonstration: missing results for image generation
• References: Good

Functionality:

• Reconstruction: Good
  - Generation: not completed, no pixelcnn

Code:

• Consistent with Results: Yes
• File Structure: Okay, but you should put png files in a separate folder.
• Commenting: Good
• Commit frequency: Not frequent (1 day)
• Commit messages: Not descriptive enough

Other Comments:
Please remove .gitignore file from the root directory, you can only make changes to your folder

[shakes76]

Marking

Good Practice (Design/Commenting, TF/Torch Usage)

Adequate design and implementation
Good spacing and comments
Header blocks missing -1

Recognition Problem

Solves problem but no generation results -2
Driver Script present
File structure present
Shows Usage & Demo & Visualisation & Data usage, no plots -2
Module present
Commenting
No Data leakage
Difficulty: Hard

Commit Log

Meaningful commit messages sometimes -1
Progressive commits used, but all in one day -1

Documentation

ReadMe acceptable/good
Model/technical explanation
Good Description and Comments
Markdown used and PDF submitted

Pull Request

Successful Pull Request (Working Algorithm Delivered on Time in Correct Branch)
No Feedback required
Request Description minimal -1

[shakes76]

Please remove gitignore files from parent directory for merge. Doesnt affect grade only merge.

[wangzhaomxy]

No feedback attempt and no feedback marks lost.