feat(model): Implement stacked Bi-LSTM architecture and optimized cal… #16
Conversation
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
IshantSingh24
force-pushed
the
task/improved_lstm_model
branch
from
d3537db to
a31a535
Compare
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment
2 participants
Add this suggestion to a batch that can be applied as a single commit.
This suggestion is invalid because no changes were made to the code.
Suggestions cannot be applied while the pull request is closed.
Suggestions cannot be applied while viewing a subset of changes.
Only one suggestion per line can be applied in a batch.
Add this suggestion to a batch that can be applied as a single commit.
Applying suggestions on deleted lines is not supported.
You must change the existing code in this line in order to create a valid suggestion.
Outdated suggestions cannot be applied.
This suggestion has been applied or marked resolved.
Suggestions cannot be applied from pending reviews.
Suggestions cannot be applied on multi-line comments.
Suggestions cannot be applied while the pull request is queued to merge.
Suggestion cannot be applied right now. Please check back later.
📝 Pull Request Description
Description
Give a brief description of the pull request.
This PR addresses issue #5 (Model and Hyperparameter Optimization) by implementing a Stacked Bidirectional LSTM (Bi-LSTM) architecture. This change enhances feature extraction from the ECG time series. It also introduces optimized training parameters, including Early Stopping (patience 15) and ReduceLROnPlateau callback for improved convergence stability.
Semver Changes
[ ] Patch (bug fix, no new features)
[x] Minor (new features, no breaking changes)
[ ] Major (breaking changes)
Issues
List any issues that this pull request closes.
Closes #5
Checklist
[x] I have read the Contributing Guidelines.