▪ Combine NLP and human inputs for augmented responses with fine-tuned prompts. ▪ Design Large language model-based productivity enhancements for communication ▪ Using OpenAI, Langchain, prompt engineering with Node.js for AI based productivity tools

▪ Tutored Computer vision & Pattern recognition (YOLO, Siamese networks, VQVAQ, stable diffusion, transformers, StyleGAN ▪ Tutored, created exam content and simulators for Computer networking ▪ Tutored qualitative and quantitative subjects for social science ▪ Tutored advanced python for bioinformatics (grad) ▪ RA for Longitudinal student patterns for course planning at UQ ▪ AI/ML mentor for summer and internship projects ▪ Trainer for GPU clusters, virtual environments, and ML pipelines use

▪ Attention-based graph networks, convolution-free efficient architectures , fundamental research on efficient and stable surrogate losses for clustering and classification. ▪ NLP, topic models, data cleansing and visualization ▪ Dark web and social networks for author identification, intent detection ▪ Research & publications in AI/ML, and Cyber security, dark web ▪ Cloud and on premise-based GPU clusters for intensive work loads, performance profiling, and low-level code optimization