Research Archive // v2.4

CASE.STUDIES

Advanced implementations in Medical AI, Computer Vision, and Predictive Analytics.

/01

SILENT MI RISK AUDIT

AI HEALTHCARE2025

Clinical decision support system designed to detect Silent Myocardial Infarction (SMI) in diabetic patients via Late Fusion of EHR and ECG data.

// PyTorch// MIMIC-IV// 1D-CNN// Isotonic Reg.// SHAP
AUC-PR: 0.72
/02

ALPHAFOLD ARCHITECTURE

BIOINFORMATICS2025

An architectural implementation and analysis of AlphaFold 2, focusing on the Evoformer attention mechanism and Invariant Point Attention (IPA) for 3D structure inference.

// PyTorch// BioPython// Evoformer// CUDA// JAX
GDT_TS: 92.4
/03

DEEPFAKE DETECTION

COMPUTER VISION2025

A hybrid forensic pipeline fusing ResNet50 for spatial artifact detection and LSTM for temporal inconsistency modeling to detect Deepfake videos with 90.2% accuracy.

// OpenCV// PyTorch// ResNet50// LSTM// MTCNN
F1-Score: 90.2%
/04

OCT-MNIST CLASSIFIER

MEDICAL IMAGING2025

A specialized Convolutional Neural Network designed to classify retinal optical coherence tomography (OCT) images into 4 diagnostic categories, specifically engineering solutions for severe class imbalance.

// PyTorch// MedMNIST// CNN// Weighted Loss// Adam Opt
Test Acc: 89.3%
/05

PUCKSTATS ANALYTICS

DATA ENGINEERING2025

A normalized (3NF) PostgreSQL database engine designed to ingest, store, and query high-velocity NHL game telemetry, utilizing complex CTEs and window functions for tactical analysis.

// PostgreSQL// Advanced SQL// 3NF Normalization// Query Optimization// Data Modeling
Query Latency: <15ms
/06

CRIME NEURAL NETWORK

SPATIAL AI2025

A deep learning model analyzing over 320,000 crime records to predict incident types based on spatiotemporal features, outperforming logistic regression baselines.

// PyTorch// Pandas// Scikit-Learn// MinMax Scaling// EDA
Val Acc: 99.6%
/07

LICENSE PLATE RECOGNITION

OCR / VISION2025

An end-to-end Automatic License Plate Recognition (ALPR) system integrating YOLOv11 for object detection and Tesseract for Optical Character Recognition, optimized for real-world lighting conditions.

// YOLOv11// OpenCV// Tesseract// Python// Computer Vision
Detection: 98%
/08

HYBRID CRIME PREDICTION

NLP / ML2024

A hybrid forecasting engine that improves crime prediction accuracy by fusing historical police data with real-time social media sentiment analysis (Twitter/Reddit) using VADER and Random Forests.

// Python// VADER// Random Forest// Playwright// PRAW
Accuracy: 87%
/09

SITE PULSE ANALYTICS

PREDICTIVE AI2024

A predictive analytics engine for construction sites that anticipates safety incidents by correlating quantitative labor data (fatigue) with qualitative superintendent notes (sentiment).

// Python// NLTK (VADER)// Random Forest// Power BI// Pandas
Risk Precision: 85%
/10

DIJKSTRA MAPS OPTIMIZER

ALGORITHMS2024

A high-efficiency route optimization engine implemented in Java, utilizing Min-Heaps and Adjacency Lists to minimize travel costs across complex weighted graphs.

// Java// Graph Theory// Priority Queue// Adjacency List// OOP
Complexity: O(E log V)
/11

CUSTOMER CHURN ENGINE

MLOPS / BUSINESS2024

A full-stack predictive system identifying at-risk telecom customers (95% accuracy). Containerized with Docker and deployed via a Streamlit dashboard for real-time business decision-making.

// Docker// Streamlit// XGBoost// FastAPI// Postman
Accuracy: 95%