Machine Learning with Python

This certificate, Machine Learning with Python, was awarded to Soumya Chakraborty by IBM in 2025. It is part of a professional development portfolio spanning 41 industry-recognized certificates from Google, IBM, AWS, NVIDIA, Microsoft, Meta, HackerRank, Duke University, the University of Michigan, and more.

The credential validates hands-on competency in the relevant domain and complements Soumya's broader work as a Full Stack Developer building production web applications with React, Next.js, Node.js, and Python.