Sam Mahalingam, Chief Technical Officer, Altair and Ritu Jyoti, Group Vice President, Worldwide Artificial Intelligence and Automation Research Practice Global AI Research Lead, IDC, discuss trends and share insights on AI-first strategies for enterprises, democratizing machine learning and operationalizing at scale with augmentation of Edge as a data source and compute environment.