Malarvizhi Sankaranarayanasamy
Senior Researcher and Research Program Lead @Hitachi
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WORK HISTORY
Senior Researcher and Research Program Lead @Hitachi
San Francisco, CA, US
Research and technology Incubation for : Datacenter and Oil & Gas Business verticalsResearch Focus : Reinforcement Learning, Imitation Learning, Probabilistic Models, PINNS
EDUCATION
National Institute of Technology, Tiruchirappalli
B.Tech, Industrial Engineering
National University of Singapore
Doctor of Philosophy (Ph.D.), Engineering
Stanford Continuing Studies
Artificial Intelligence Professional Program, Machine Learning Strategy and Reinforcement Learning
SKILLS
ABOUT MALARVIZHI SANKARANARAYANASAMY
I help turn complex industrial AI ideas into production systems that generate IP and measurable business value. I’ve always worked end-to-end. During my PhD, I didn’t just model physical systems — I designed experimental rigs, built industry partnerships, and took a student project all the way from lab prototype to tech transfer. At Caterpillar, I managed a 45‑person production team and brought two new product models onto the assembly line, which taught me that technology only matters when it ships on time, on budget, under real constraints.At Hitachi, I’ve led technology incubation across datacenter energy, oil & gas, transportation, and manufacturing — identifying opportunities, building the business case, and driving programs from first slide to deployed system. Along the way that’s meant multiple patents, a route optimization system now in production, a dependability framework used in railroad asset management, and datacenter energy program I’m currently exploring commercialization pathways.I\'m interested in teams building AI-native energy infrastructure, intelligent datacenter systems, or applied ML for physical-world problems — whether at a frontier lab, a startup, or a research group that ships. If that’s what you’re building or planning to build, I’d be glad to connect and learn more about it.
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