LLM Deployment & Ethical AI

demonstrating expertise in NVIDIA's AI infrastructure, LLM deployment, deep learning, and ethical AI principles. Specifically, this credential covers large language model deployment strategies, inference optimization, and ethical AI considerations. Soumya applied these validated skills across production web applications, full-stack development projects, and AI/ML initiatives built with React, Next.js, Node.js, and Python. This credential is part of a comprehensive portfolio of 46+ professional certifications spanning cloud computing, cybersecurity, data science, and software development from industry leaders like Google, IBM, AWS, NVIDIA, Microsoft, Meta, HackerRank, Duke University, the University of Michigan, and more. As a Full Stack Developer based in Kolkata, India, Soumya integrates these certified competencies into modern web applications — delivering production-grade solutions that combine cutting-edge technology with practical business value.