The future of data analytics is in tools, techniques and platforms that produce insights from large quantities of data by leveraging the intelligence in machine-based learning to augment the intuition and cognition of the analyst. They require highly-scalable infrastructure and scalable, fault-tolerant data processing platforms and programming approaches.