There is a tremendous progress in the compute infrastructure that is the backbone for emerging machine learning applications for digital transformation in our society. Nascent storage class memory with low latency, high endurance and low power coupled with memory centric computer architecture will provide the next boost in computing power to accelerate digital transformation with many new applications emerging in edge computing.