Led and collaborated across 10 AI project teams with 100+ students, achieving a 91% project success rate for clients including AMD. Projects spanned:

1. LLM-guided web crawling: Implemented scalable data collection automated pipeline with custom scrappers and Mistral-7b for intelligent navigation.
2. Virtual classrooms: Developed a virtual classroom using Unity to support interactive teaching. Developed chatbots with LlamaIndex and llama-2 for answering students questions using avatars.
3. Malware detection: Collected Novel Dataset for AMD with hardware counters on systems with and without malware. Implemented a baseline LSTM for identifying randomware with 70% accuracy.

Implemented distributed training on AWS SageMaker using PyTorch DDP, reducing LLM fine-tuning time.