3 Projects
Open-Source Tools
Publicly Released · Community Adopted · Built to Last
Hyperparameter Optimizer
Python Package · PyPIA Python library for automated hyperparameter tuning using Particle Swarm Optimization and Pattern Search. Acts as a drop-in replacement for GridSearchCV, converging faster to optimal configurations with native scikit-learn compatibility.
Python · scikit-learn · PSO · Pattern Search · PyPI
View ProjectTFX Evaluator
Python Package · PyPIA custom TFX component that fills a gap in the standard ecosystem — computing per-output and global metrics for multi-output TensorFlow models and writing TFMA-compatible JSON artifacts for downstream pipeline integration.
Python · TensorFlow · TFX · TFMA · Pipelines · PyPI
View ProjectGRAX
Python Package · PyPIA lightweight Python library that transforms geospatial shapefiles into ML-ready graph networks using NetworkX. Bridges the gap between GIS data formats and graph-based ML workflows by parsing shapefile geometry into structured representations.
Python · NetworkX · Fiona · Shapely · NumPy · PyPI
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Let's Build Something That Matters
If you have a decision that depends on predicting risk in a complex system, I'd like to hear about it.