Projects and Applications

This section highlights my projects, I plan to include code snippets, summaries of results, and visualizations.

Chest X-Ray Pneumonia Classification
Multi-Class CNN (Normal / Viral / Bacterial)

End-to-end exploration of pneumonia detection( Normal, Viral, and Bacterial) on chest X-rays using both classical machine learning (PCA, SVM) and deep convolutional networks and transfer learning(Resnet-50)

Automated Image Quality Assessment (IQA) for SEM Metrology
SEM Metrology

SSIM,PSNR,for full reference image quality assesment . Normalized Variance Focus Score (Normvar), and BRISQUE for No-reference. Domain specific quantification methods such as Histogram comparison and Frequency-domain (FFT) for SEM tool health assesment.

California Housing Price Prediction
MLOPS

Regression → Decision Tree → Random Forest Feature Engineering + XGBoost Cross-validation & Interpretability

Chest X-Ray Pneumonia Classification Multi-Class CNN (Normal / Viral / Bacterial)

Automated Image Quality Assessment (IQA) for SEM Metrology SEM Metrology

California Housing Price Prediction MLOPS

Chest X-Ray Pneumonia Classification
Multi-Class CNN (Normal / Viral / Bacterial)

Automated Image Quality Assessment (IQA) for SEM Metrology
SEM Metrology

California Housing Price Prediction
MLOPS