1st Place — Jordan & Egypt
Diamond Price Prediction
Won a regional ML competition for the best predictive model. Advanced regression, feature engineering, and model optimization for accurate market price forecasting.
Scikit-learn · Pandas · Regression · Feature Engineering
Automatic Essay Grading
Fine-tuned Mistral-7B with BERT as frozen encoder. Chain-of-thought prompting. MAE: 0.41/4 (10.34%).
Mistral-7B · BERT · Fine-tuning
Self-Driving Car
Behavioral cloning CNN in Udacity env. Image augmentation pipelines for steering angle prediction.
TensorFlow · CNN · OpenCV
CT Scan Segmentation
U-Net for semantic segmentation of medical CT images with custom preprocessing pipeline.
U-Net · TensorFlow · OpenCV
Fraud Detection
ML-based financial fraud detection with risk scoring for real-time transaction classification.
Python · Feature Eng. · Analytics
Text Summarization
Custom transformer from scratch for abstractive summarization on news articles.
Transformers · Hugging Face · NLTK
Time-Series Forecasting
LSTM vs Prophet for stock and weather prediction with forecast accuracy analysis.
LSTM · Prophet · TensorFlow
Pothole Detection
DeepLabV3 for road damage segmentation with custom dataset annotation and augmentation.
DeepLabV3 · OpenCV · Segmentation
