feat: add Fuzzy C-Means clustering algorithm#1392
Open
635jack wants to merge 1 commit intoml-explore:mainfrom
Open
feat: add Fuzzy C-Means clustering algorithm#1392635jack wants to merge 1 commit intoml-explore:mainfrom
635jack wants to merge 1 commit intoml-explore:mainfrom
Conversation
Add Fuzzy C-Means (FCM) clustering optimized for Apple Silicon. Features: - Fully vectorized MLX implementation - GPU acceleration via Metal backend - Handles large datasets efficiently - Clean API compatible with scikit-learn style Performance on Apple M2 Max: - 10K points: 0.4s (10x speedup) - 100K points: 5s (50x speedup) - 1M points: 45s (170x speedup) Includes: - Core FCM algorithm (clustering/fcm.py) - Example script with benchmarks (clustering/main.py) - Comprehensive documentation (clustering/README.md) - Requirements file (clustering/requirements.txt)
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
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment
1 participant
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Outdated suggestions cannot be applied.This suggestion has been applied or marked resolved.Suggestions cannot be applied from pending reviews.Suggestions cannot be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.
Add Fuzzy C-Means (FCM) clustering optimized for Apple Silicon.
Features:
Performance on Apple M2 Max:
Includes: