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Recorded at DataEngConf SF '17: Data Science and machine learning are unlocking new value in our data. A quickly evolving ecosystem of powerful open-source tools coupled with big data systems like Apache Hadoop can drive better model accuracy and deliver more strategic analytic capabilities. However today, most data science teams work away from the Hadoop cluster, often on their laptops or in data silos. This limits the data that can be used in data science research and creates operational overhead and gaps in security. In this talk, Sean will provide background and a demo of the Data Science Workbench. He'll introduce an enterprise data science platform that accelerates analytics projects from exploration to production. Sean will explore why collaborative, customizable, self-service access is critical for data scientists to secure Hadoop environments via Python, R, and Scala. Speaker: Sean Anderson, Cloudera ABOUT DATA COUNCIL: Data Council (https://www.datacouncil.ai/) is a community and conference series that provides data professionals with the learning and networking opportunities they need to grow their careers. Make sure to subscribe to our channel for more videos, including DC_THURS, our series of live online interviews with leading data professionals from top open source projects and startups. FOLLOW DATA COUNCIL: Twitter: / datacouncilai LinkedIn: / datacouncil-ai Facebook: / datacouncilai Eventbrite: https://www.eventbrite.com/o/data-cou... - 🎟️ GET YOUR TICKET TO AI COUNCIL 2026 🎟️ Meet the world's top AI infrastructure minds where architects of AI share what works. Three days of high-quality technical talks and meaningful interactions. → https://aicouncil.com/sf-2026 ⚡ FIND US: X: https://x.com/AICouncilConf LinkedIn: / aicouncilconf Website: https://aicouncil.com/