Achieve
ments.
Certifications earned, competitions won,
and students set in motion.
highlights
Certifications
AWS Machine Learning Engineer Associate
Amazon.AI
2026
Azure AI-900
Azure / Microsoft
2024
Data Science Professional
Oracle
2023
Data Analyst Associate
PL-300 / Microsoft
2023
Deep Learning
DeepLearning.AI / IBM
2023
1st Place
2024
Hackathon
Winner.
AWS AI JAM Hackathon 2024
Recognized for pioneering Directional LLMs, a novel AI framework that guides Large Language Models using structured reasoning signals and contextual intelligence. The directional guidance can range from a simple classification label to multi-threshold categorical signals generated by machine learning models, enabling the LLM to reason within a targeted decision space rather than relying solely on generic prompting. The solution demonstrated significant improvements in healthcare decision-support workflows and was awarded for its innovation, research contribution, and real-world applicability in high-stakes AI systems.
students
Mentored &
Tutored.
Guided 50+ students through the realities of Data Science, Python programming, and machine learning — as a peer mentor, lab assistant, and 1-on-1 tutor. Helped students go from zero to submitting their first models.