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1. baseball_pitch_classifier baseball_pitch_classifier Public

   Pitch type classification from MLB Statcast data. Compares 6 ML models (LR, DT, KNN, RF, MLP, XGBoost) with Optuna HPO.

   Jupyter Notebook

2. defect_detection defect_detection Public

   Binary CNN classifier for detecting defective cast pump impellers, comparing CNN-from-scratch vs. ResNet18 transfer learning. Trained and evaluated end-to-end with a cost-based deployment threshold.

   Jupyter Notebook

3. slice_to_3d slice_to_3d Public

   Reconstructs an approximate 3D mesh from a stack of sliced PNG layers. A proof-of-concept for recovering rough object geometry when only slicer/print files are available.

   Python

4. uncertainty_quantification uncertainty_quantification Public

   MSc Thesis: uncertainty quantification for tabular vehicle-value regression. Aleatoric/epistemic decomposition using heteroscedastic MLPs, MC Dropout, Deep Ensembles, Normalizing Flows, and DIDO. E…

   Jupyter Notebook

5. vwfs-parking-prediction vwfs-parking-prediction Public

   VWFS case study. Machine learning solution to predict urban parking availability using sensor, weather, and road feature data.

   Jupyter Notebook

6. ConStelleration ConStelleration Public

   Ensemble uncertainty for a stellarator surrogate. Where predictions on the ConStellaration dataset can be trusted, and when to defer to the physics solver.

   Jupyter Notebook