PG MadhavanPatient Digital Twin — the time is NOW!Every patient already has her health information in a tattered paper folder in her doctor’s office — this IS a “paper twin” of the patient…3 min read·Apr 20, 2022--1--1
PG MadhavanIoT “Winter”: Techno-Business Strategy for a sunny future . . .We all know of “AI winters”. The last one broke when Deep Learning (DL) appeared. It took some key enablers for DL to take off — lots of…3 min read·Oct 24, 2021----
PG MadhavanCausality & Counterfactuals — Role in IoT Digital TwinPrologue:10 min read·Oct 7, 2021----
PG MadhavanMultichannel IoT Causal (MIC) digital twin: Counterfactual experiments on Fence GraphsCausality analysis is hard! But ignoring cross-channel causal effects is worse . . . At the outset, let me clarify that in the IoT context…10 min read·Aug 13, 2021----
PG MadhavanGAP in Multichannel IoT data analysisIn my recent article, “Usher Syndrome in IoT — and a Cure” (June, 2021…7 min read·Jul 13, 2021----
PG MadhavanUsher Syndrome in IoT — and a CureHave you ever seen an IoT dashboard that does NOT look like this?4 min read·Jun 15, 2021----
PG MadhavanTrouble with Learning . . . consequences for AI BusinessIn this article, we will see why ML or AI (which is applied ML today) cannot achieve perfection. This means AI solution developers and…14 min read·Jul 4, 2019----