**AWS Machine Learning Specialty / Azure AI Engineer / Google Cloud Professional ML Engineer.** These cloud certifications are rigorous, recognized by employers, and demonstrate hands-on capability. Most valuable if you work in technical or technical-adjacent roles. - **Stanford / MIT / Wharton exec