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Machine Learning with Big Data

course code ; mlb001

course hours : 25 hours


Course Description

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.

Learning Outcomes

By the end of the course, the participant 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.
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