Research Articles

Operationalization of Machine Learning Models in Large Enterprises

Shikhar Kwatra (IBM), Utpal Mangla (IBM) ML operationalization (ML Ops) involve a cross matrix collaboration of multiple personas
involved in the process of model conceptualization to productization. ML Operationalization overlays paradigm of DevOps on Model Lifecycle management process (CRISP-DM).
According to Forrester, “Creating an ML model is …

Managing 5G Edge Deployments with Closed Loop Automation

Utpal Mangla: VP & Senior Partner; Telco, Media, Entertainment Industry, IBM
Mathews Thomas: Distinguished Engineer; Telco, Media, Entertainment Industry, IBM
5G with edge computing is an emerging area which will revolutionize and transform various industries. The rapidly increasing number of edge nodes, management of sophisticated workloads running AI, …

Research Article #2

climate, understanding exactlyhow they interact with dust storms may help researchers toidentify which Atlantic storms are the most likely to intensify intolife-threatening hurricanes.

Research Article

climate, understanding exactly
how they interact with dust storms may help researchers to
identify which Atlantic storms are the most likely to intensify into
life-threatening hurricanes.