Introduction to Machine Learning and Analytics

CISS-218-300

Hudson Valley Community College

  • Semester
    Fall 2024
  • Instructor
    Michelle Conway
  • Start Date
    09-03-2024
  • Total Credits
    4
  • Call to Register
    518-629-4574

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This course provides an introduction to machine learning and analytics using contemporary proprietary and open-source tools to quickly and cost-effectively analyze complex data sets. Data analysis will include both traditionally structured and emergent semi-structured or unstructured data types resulting from cloud, social and mobile computing (e.g. Facebook, Twitter, email, SMS, location, etc.) often referred to as "big data." Big data represents an extreme volume of data that is too large and costly to analyze with traditional relational database and statistical methods thereby requiring new and evolving approaches to data analysis that includes machine learning (e.g. Scikit-learn, Google TensorFlow), distributed cloud computing and storage (e.g. Hadoop) and statistical computing (e.g. R) solutions. The goal of this machine learning and analysis is to identify patterns and trends in the data, facilitating an increased understanding of complex data sets necessary for quick decision making, cost reduction, identification of new opportunities and continuing increases in stakeholder satisfaction.
Prerequisites: (CMPT115 OR AH04473) AND (CISS100 OR AH04350) AND (CISS109 OR CISS110 OR AH44354)
Course Area: Computer Information Systems
Level: Lower Level Undergraduate
Dates: 09-03-2024 - 12-20-2024
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Instructor: Michelle Conway
Local Course ID: 24FA_CISS218_1
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