Skip to content
New issue

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

#

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

Already on GitHub? # to your account

Jump to bottom

Library Request: keras-tcn #7810

Closed
3 tasks done
AlexCatarino opened this issue Feb 22, 2024 · 0 comments · Fixed by #7856
Closed
3 tasks done

Library Request: keras-tcn #7810

AlexCatarino opened this issue Feb 22, 2024 · 0 comments · Fixed by #7856
Labels
library-request

Comments

@AlexCatarino
Copy link
Member

Keras Temporal Convolutional Network

Why Temporal Convolutional Network instead of LSTM/GRU?

  • TCNs exhibit longer memory than recurrent architectures with the same capacity.
  • Performs better than LSTM/GRU on a vast range of tasks (Seq. MNIST, Adding Problem, Copy Memory, Word-level PTB...).
  • Parallelism (convolutional layers), flexible receptive field size (possible to specify how far the model can see), stable gradients (backpropagation through time, vanishing gradients)...

Checklist

  • I have completely filled out this template
  • I have confirmed that this issue exists on the current master branch
  • I have confirmed that this is not a duplicate issue by searching issues
# for free to join this conversation on GitHub. Already have an account? # to comment
Assignees
No one assigned
Labels
library-request
Projects
None yet
Milestone
No milestone
Development

Successfully merging a pull request may close this issue.

Update libraries and python 3.11 QuantConnect/Lean
1 participant
@AlexCatarino