What is the Case for Machine Vision in Supply Chain?

By Michael Hu · Dec 2018 Computer vision is the lynchpin of the current AI/machine learning (ML) renaissance. In 2013, deep learning based vision solutions crossed a historic milestone of achieving human level accuracy. Since then, the pace of algorithm sophistication, training data proliferation and performance has accelerated even faster. The majority of AI/machine learning… Continue reading What is the Case for Machine Vision in Supply Chain?

Artificial Intelligence Coming of Age

AI Coming of Age

By Michael Hu · Jan 2017 AI progress has been uneven in the past 5 decades, with spurts of breakthrough followed by “winter-like” stagnation. Barriers like technology cost, organization capability and ineffective policies held back AI from going mainstream. Yet, this trend shifted starting in 2005 with performance breakthroughs across numerous cognitive applications. Convergent advances across… Continue reading Artificial Intelligence Coming of Age

AI + Future of Production with WEF

By Michael Hu · Nov 2016 Last week, I facilitated a cross-functional workshop with The World Economic Forum, and several tech startups (Noodle A.I., Rage Framework, Enterra) to investigate the impact of Artificial Intelligence (AI) on global production and value chain.  WEF NY Workshop 1) The very definition of A.I. itself is vague - we… Continue reading AI + Future of Production with WEF