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Course Objectives

  1. Teaching the main concepts and methods in data science
  2. Teaching the fundamentals of the Python programming language and the necessary libraries
    for data analysis
  3. Providing application skills for implementing the methods and techniques in data science
    using Python programming language
  4. Gaining the ability to develop solutions approaches to real life problems in business world
    using the data science

Topics

  • Fundementals of Data Science
  • Toolboxes for Data Scientists – Python
  • Descriptive Statistics
  • Statistical Inference
  • Supervised Learning
  • Regression Analysis
  • Unsupervised Learning
  • Network Analysis
  • Recommender Systems
  • Statistical Natural Language Processing for Sentiment Analysis
  • Parallel Computing