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All DSA4212 assignments from AY2022/2023 Semester 2

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DSA4212

Assignment 1

ResNet

Objective

Image classification from 10 classes (fish, dog, device, chainsaw, church, horn, truck, petrol, golf, parachute). Very similar to CIFAR-10 but different set of classes.

Constraints

  1. Start with a randomized neural network (not allowed to use pre-trained model)
  2. Time limit to train is 120 seconds, excluding data preprocessing and model evaluation
  3. Test set cannot be used during training

Assignment 2

Anime

Objective

Recommendation system for animes given user preferences. Similar problems available on Kaggle.

Constraints

  1. Start with a non-factor model approach
  2. Check if factor model approaches or other methods discuss in class can help improve the system
  3. Optionally improve the recommendation system by all means possible

Remark

The data can be obtained from Kaggle.

Assignment 3

TSP

Objective

Given cities.npy as a TSP instance, find the optimum tour.

Constraints

None.

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All DSA4212 assignments from AY2022/2023 Semester 2

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