Machine Learning With Big Data

This course is part of Big Data Specialization

Instructors: Mai Nguyen +1 more

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Skills you'll gain

  •   Machine Learning
  •   Data Mining
  •   Unsupervised Learning
  •   Applied Machine Learning
  •   Regression Analysis
  •   Decision Tree Learning
  •   Supervised Learning
  •   Data Cleansing
  •   Big Data
  •   Data Analysis
  •   Statistical Analysis
  •   Apache Spark
  •   Predictive Modeling
  •   Data Transformation
  •   Exploratory Data Analysis
  • There are 7 modules in this course

    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

    Introduction to Machine Learning with Big Data

    Data Exploration

    Data Preparation

    Classification

    Evaluation of Machine Learning Models

    Regression, Cluster Analysis, and Association Analysis

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