Projects
Selected AI and data projects arranged by importance by default, with optional sorting by date, title, or problem space.
Frequency-Aware Deepfake Detection
Research-oriented AI evaluation project focused on robustness, dataset shift, and performance under degraded inputs.
GovRAG Copilot
AI system for decision-support workflows where outputs need structure, traceability, and careful evaluation.
Cashew Leaf Disease Classification
Visual-intelligence project focused on image classification, class imbalance, model comparison, and decision-support use cases.
PPE Safety Detection
Visual-intelligence system focused on workplace safety, real-time detection, privacy-aware outputs, and practical monitoring workflows.
Malicious URL Detection with ML
Security-oriented classification project focused on evaluating model behavior, error tradeoffs, and decision-support reliability.
Android Galaxy Sentiment Analysis
Customer-intelligence project focused on extracting sentiment signals, comparing modeling choices, and evaluating text-classification behavior.
Titanic Survival Prediction
Predictive modeling workflow focused on structured data preparation, feature engineering, model comparison, and tradeoff interpretation.
Gomoku Master
Interactive AI project focused on strategy search, board evaluation, difficulty control, and playable decision-making.
Arabic Sentiment AraVec LSTM
Arabic text-analytics workflow focused on sentiment signals, language representation, sequence modeling, and evaluation.
SMS Spam Traditional NLP Classification
Text-classification workflow focused on representation choices, model comparison, class imbalance, and evaluation tradeoffs.
Retail Segmentation & Market Basket Analysis
Customer analytics workflow for segmentation, behavior patterns, and interpretable business insights.
Long-Tailed Object Classification with VGG16
Visual-classification workflow focused on class imbalance, baseline comparison, transfer learning, and model interpretation.
UCF50 CNN-LSTM Action Recognition
Video-understanding workflow focused on spatial features, temporal modeling, and comparative evaluation.
Phishing Email Detection with ML
Security-classification workflow focused on model comparison, recall, false positives, and interpretable text signals.
Moving Average Backtest with PyFolio
Strategy evaluation workflow focused on performance measurement, risk interpretation, and reproducible analysis.
SMS Spam Transformer Classification
Language-classification workflow comparing training strategies, prompt framing, and evaluation behavior.
Heart Disease DNN Classification
Supervised-learning workflow focused on preprocessing, tuning, diagnostic metrics, and careful error interpretation.
CelebA DCGAN Face Generation
Generative modeling workflow focused on adversarial training dynamics, sample inspection, and output progression.
Animal Faces CNN Classification
Visual-classification workflow for image preprocessing, model training, callbacks, and balanced evaluation across classes.
MNIST ViT vs CNN Comparison
Model-comparison workflow focused on accuracy, training time, and practical tradeoffs in visual classification.
SDXL ControlNet Image Workflow
Controlled generative workflow for comparing image outputs, structure preservation, and measurable output changes.
Asthma RAG Diagnostic Assistant
Experimental assistant workflow focused on structured reasoning, knowledge use, and evaluation in a sensitive domain.
Speech & Music Generation with Transformers
Generative audio workflow comparing different output styles and reviewing model behavior across tasks.
OpenCV Image Enhancement & Edge Detection
Visual-processing workflow focused on enhancing image structure, extracting boundaries, and comparing preprocessing quality.
AAPL Regression & Direction Models
Predictive modeling workflow for time-aware data, feature design, and careful interpretation of model signals.
S&P 500 Market Regime Classification
Classification workflow for changing market conditions using time-aware features and model comparison.
Stock Market EDA with yfinance
Exploratory analysis workflow for understanding patterns, volatility, relationships, and market behavior.
Breast Cancer Naive Bayes Classification
Health-data classification workflow focused on diagnostic feature analysis, baseline modeling, and careful evaluation of class-level behavior.
Regex Text Preprocessing NLP
Text-analytics workflow focused on cleaning, normalizing, and preparing noisy language data for downstream analysis.