M.Sc Physics (Specializations in AI & Data Science)

Applying the rigor of Physics to the frontier of Data Science. Expert in building mathematically grounded Machine Learning models and high-scale software architectures.

I am a professional AI and Data Science Specialist with an MSc in Physics, where I specialized in Artificial Intelligence and Data Science subjects. This unique academic foundation allows me to approach engineering through a lens of mathematical optimization and first principles.

My focus is on bridging the gap between theoretical complex systems and production-ready AI. Whether architecting scalable backends for startups or developing high-precision ML pipelines, I prioritize logic-first engineering and architectural clarity.

• AI & Data Science Specialization: Neural Networks, Deep Learning, XGBoost, Statistical Modeling, Predictive Analytics.
• Software Engineering: Python, System Design, Distributed Systems, Scalable Architectures.
• Physics & Mathematics: Numerical Methods, Linear Algebra, Statistical Mechanics, Optimization Algorithms.
• Infrastructure & Data: SQL, NoSQL, Apache Spark, Docker, Kubernetes, AWS/GCP.

• End-to-End Fraud Detection: A robust pipeline utilizing XGBoost and Neural Networks to identify financial anomalies with high precision.
• Scalable Startup Infrastructure: Designed and led the technical architecture for e-commerce and ed-tech platforms, focusing on high-concurrency and data integrity.
• Numerical AI Simulations: Implementing physics-inspired optimization techniques to solve complex data challenges.

• LinkedIn: /in/amit-kumar
• Email: [your.email@example.com]
• Portfolio: amitkumar.dev

"Engineering is the practical application of logic. I focus on building systems that are mathematically sound and operationally scalable."