Setting the record straight on explainable AI : (3rd out of N) Is linear regression really…OLS’s prediction logic is “explainable” in low-D spaces; otherwise, neither training, nor inference for OLS qualifies as “explainable”.Jul 21, 2021Jul 21, 2021
What can AI/ML product teams learn from vaccine trials? (2/2)In a previous article, I wrote about the importance (and challenges) of assessing an ML model’s UX/operational/commercial efficacy (i.e…Feb 3, 2021Feb 3, 2021
What can AI/ML product teams learn from vaccine trials? (1/2)A good machine learning (ML) product team is made up of multiple specialties; from research, engineering and dev, to design, strategy…Jan 4, 2021Jan 4, 2021
Does the “3.5% rule” apply to (AI-first) digital transformation?It is difficult these days to find disagreement in incumbent businesses and industries — from health and finance, to manufacturing and…Oct 6, 2020Oct 6, 2020
Setting the record straight on explainable AI : (2nd out of N) Are ML models really black boxes?A black box is defined as a system, which can be viewed in terms of its inputs and outputs (or transfer characteristics/function), without…Jun 7, 2020Jun 7, 2020
Setting the record straight on explainable AI: (1st out of N) Which explanation?The recent years have seen a surge of work at the interface of AI — or more specifically, machine learning (ML) — and society/humanities…May 22, 2020May 22, 2020
Alternative medical data, AI, and new bundlings/unbundlings in healthcareAlt medical data are digital signatures of health that can provide an alternative to traditional health data, predict them, …Feb 12, 2020Feb 12, 2020
AI-First Digital Transformation: Opportunities & Challenges for Incumbents“The revolution in deep nets has been very profound,” said Sergey Brin, Google co-founder, in an interview at Davos, “it definitely…Jun 24, 2019Jun 24, 2019
In an AI-first world, what does it mean to be a great product manager?In a recent interview with Reid Hoffman’s Masters of Scale, Marissa Mayer shared what led her to create Google’s programme for hiring and…Jan 16, 20193Jan 16, 20193
AI-first Product Development and Digital TransformationIn an article in The Wall Street Journal in 2011, Marc Andreessen shared why he thinks “Software Is Eating the World”. He was right; in…Oct 9, 2018Oct 9, 2018