Projects
Personal and hackathon projects exploring AI applications in sustainability, computer vision, and language models.
U-Plan - AI-Driven Urban Heat Island Mitigation
Led team of four to develop city-scale sustainability platform analyzing urban heat, vegetation, and water coverage across 50+ Phoenix ZIP codes using SAM segmentation, GIS processing, and remote-sensing analytics.
- Built end-to-end Python pipelines and interactive 3D GIS visualizations
- Computed environmental indices (NDVI, NDWI, LST) from satellite data
- Generated localized heat-mitigation strategies using LLM-powered recommendations
TransformersNotFound - Creating an Open-Source GPT
Fine-tuned LLaMA-3.2B model using parameter-efficient LoRA adapters for reasoning tasks on custom Chain-of-Thought dataset.
- Implemented multi-GPU distributed training using HuggingFace Accelerate
- Optimized model inference using vLLM for high-throughput serving
- Built FastAPI endpoints for production deployment
Feal? - Fake vs Real Image Binary Classifier
Achieved 97.3% accuracy in binary classification of real vs. AI-generated images by fine-tuning ResNet-18 model.
- Fine-tuned ResNet-18 with PyTorch on augmented dataset
- Enriched dataset with 10,000+ synthetic images from custom Deep Convolutional GAN
- Implemented data augmentation strategies for improved generalization