Machine Learning with Python

validating skills in IBM's enterprise-grade technologies, data science stack, and AI workflow methodologies. Specifically, this credential covers supervised and unsupervised learning, regression, classification, clustering, and model evaluation using scikit-learn and Python data science libraries. 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.