Skip to content
New issue

Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.

Sign up for GitHub

By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.

Already on GitHub? Sign in to your account

Jump to bottom

Project 2: Dewang Sultania #3

Open
wants to merge 16 commits into
base: master
Choose a base branch
from
Open

Project 2: Dewang Sultania #3

wants to merge 16 commits into from

Conversation

Iron-Stark
Copy link

  • Repo Link

  • Features:

    • Implemented CPU, Naive, Thrust and Work Efficient scan
    • Implemented Forward propagation and backward propagation for Multilayer Perceptron. Got all 52/52 correct for the given dataset.
    • Apart from the data given, trained the network on MNIST dataset of 60,000 handwritten digits and achieved 95.65% accuracy on that.

  • Feedback: The MLP assignment could have been better structured but I had fun implementing backpropagation from scratch. The one thing that I would like to recommend for future is having more than 1 examples per class for training as training on the same dataset as given is not actually learning but memorization. What I had fun with the most is training it on MNIST. I guess that can be given as the assignment in future iterations of the course.

Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment
Reviewers
No reviews
Assignees
No one assigned
Labels
None yet
Projects
None yet
Milestone
No milestone
Development

Successfully merging this pull request may close these issues.
1 participant
@Iron-Stark