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042026Research · ML infrastructure
Self-Healing ML Pipeline
Novel ML pipeline that autonomously detects model failures, performs root-cause analysis, and applies adaptive recovery strategies. Companion VS Code extension for real-time monitoring. Documented across five phases culminating in an IEEE-format paper.
Detail
Novel ML pipeline that autonomously detects model failures, performs root-cause analysis, and applies adaptive recovery strategies. Addresses limitations in traditional ML workflows where degradation is discovered too late.
Companion VS Code extension for real-time pipeline monitoring and developer intervention. Documented across five phases culminating in an IEEE-format research paper.
Stack
- Python
- PyTorch
- scikit-learn
- VS Code Extension API
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