Projects and systems

Open-source PyTorch library enabling models to learn sequential tasks without catastrophic forgetting. Features model.diff() for retention reports. Achieved 82–88% accuracy on CIFAR-100 where baselines dropped to 8%.

PyTorch · Continual Learning · CIFAR-100

Semantic version control for production LLM prompts. A Git-for-prompts tool with pit bisect for broken version identification, pit replay for time-travel, and a performance-based query language.

Python · LLMs · Version Control

AI platform transforming research papers into structured learning modules with video explanations, coding exercises, and assessment systems.

Generative AI · NLP · Full Stack

Multimodal deep learning model combining ResNet-50 for X-ray analysis with LSTM for textual descriptions, improving diagnostic accuracy through complementary modalities.

ResNet-50 · LSTM · Medical AI

YOLO-NAS classifier for cervical pap-smeared cells in collaboration with biologists. Includes CI/CD pipeline via Django for real-time clinical detection.

YOLO-NAS · Django · CI/CD

Unsupervised ML pipeline analyzing 8,693 pill images from the National Library of Medicine's Pillbox dataset. Integrated with YOLO-NAS for real-time classification.

YOLO-NAS · Unsupervised ML · Image Segmentation