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Dr. Vishakha Mujoo has been in the TIBCO family for the last 8 years, and is recognized as a product expert for Spotfire, Streambase, TERR and other integration solutions. Her unique skill set—acquired through engineering in Electronics, MBA in Systems & Production Management and PhD—has enabled her to add value to disparate customer use cases from industries like Semiconductor, Oil & Energy, Life Sciences, Financial Services. At present, Vishakha works as a Data Scientist and uses her strengths in Data Preprocessing, Transformation, Wrangling, and Munging to create follow-along material suitable for customers of all expertise levels.