ai career preparation 2

https://aicertificationsingaporehouse.birchreport.com/posts/why-ai-certification-in-singapore-matters-for-your-career-in-2025

A friend recently asked how to pivot into AI without a computer science degree. We spent an afternoon mapping out their existing project management skills to roles like AI product owner or ethics auditor. It turns out many companies need people who can translate between business goals and technical teams, not just engineers. We found free courses on Coursera and LinkedIn Learning that teach the basics of machine learning workflows, plus local meetups where practitioners share real-world case st…