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The upstream oil and gas industry is ready for disruption by leveraging emerging technology. Big Data and Machine Learning are two forces for the transformation of the industry. In this talk I will discuss the opportuntiies and challenges associated in transforming upstream oil and gas industry and discuss HALLIBURTONs leadership framework for taming the upstream industry Big Data.