Swati Tyagi is a seasoned expert in machine learning and artificial intelligence, with a strong research focus on ethical AI, bias mitigation, large language models (LLMs), and developing scalable AI/ML solutions for finance and healthcare. She actively serves on advisory boards for startups specializing in LLM agents and non-profit educational initiatives, where she advocates for AI education and innovation.

As a senior IEEE member, Swati frequently contributes as a speaker and mentor in AI/ML programs. Her recent accomplishments include publishing influential research on gender equity in AI and providing critical reviews for leading books and research papers on AI, LLMs, and data science.