GWU

CSCI 4364/6364

Introduction to Machine Learning, Spring 2022

GWU Computer Science


Homework 7 (due 3/21 at 11:59pm)

As homework, you will complete and submit the in-class exercises from lecture.

Please copy each line of the grading rubric (including number) into a markdown element in your jupyter notebook that matches the cell that completes it, so we don't miss anything during grading :-)

GRADING RUBRIC for Homework 7:

1. Correctly pre-processes images into train, validation, and holdout by randomly specifying indicies and feeding these to torch.utils.data.sampler.SubsetRandomSampler 5 points
2. Correctly adds applicable data augmentations to your DataLoader 5 points
3. Correctly download and instantiate a CNN pre-trained on ImageNet 5 points
4. Correctly fine-tune that CNN on your blood cell images using training and validation 5 points
5. Report your results on the holdout set, in a few sentences. 5 points