Want to make sense of the volumes of data you have collected? Need to incorporate data–driven decisions into your process? This course provides an overview of machine learning techniques to explore, analyze, and leverage data. You will be introduced to tools and algorithms you can use to create machine learning models that learn from data, and to scale those models up to big data problems. At the end of the course, you will be able to: – Design an approach to leverage data using the steps in the machine learning process. – Apply machine learning techniques to explore and prepare data for modeling. – Identify the type of machine learning problem in order to apply the appropriate set of techniques. – Construct models that learn from data using widely available open source tools. – Analyze big data problems using scalable machine learning algorithms on Spark. Software Requirements: Cloudera VM, KNIME, Spark UC San Diego is an academic powerhouse and economic engine, recognized as one of the top 10 public universities by U.S. News and World Report. Innovation is central to who we are and what we do. Here, students learn that knowledge isn’t just acquired in the classroom—life is their laboratory.
Courses : 1
Specification: Machine Learning With Big Data
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