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Machine Learning with Orange Data Mining Tool

Instructor: Dr. Atul Tiwari

About the course

Description:

Orange Data Mining Tool is a powerful open-source data visualization and analysis toolkit. In this course, you will learn how to use Orange to perform various data mining tasks like data preprocessing, exploratory data analysis, feature selection, clustering, classification, and more. Through hands-on exercises and practical examples, you will gain proficiency in using Orange to extract valuable insights from your data and make data-driven decisions.

Key Highlights:

  • Explore the features and capabilities of Orange Data Mining Tool
  • Learn how to preprocess and clean data using Orange
  • Perform exploratory data analysis and visualize data in Orange
  • Discover different data mining techniques like feature selection, clustering, and classification
  • Apply Orange's machine learning algorithms to solve real-world data problems
  • Gain hands-on experience by working on practical projects and case studies

What you will learn:

  • Learn the basics of Orange Data Mining Tool
    Discover the key features and interface of Orange, and understand its role in the data mining process.
  • Data preprocessing and cleaning with Orange
    Learn how to clean, transform, and preprocess your data to ensure its quality and suitability for analysis.
  • Exploratory data analysis and visualization
    Explore your data using various visualization techniques in Orange and extract meaningful insights.
  • Feature selection and dimensionality reduction
    Understand different feature selection methods and reduce the dimensionality of your data for improved performance.
  • Clustering techniques in Orange
    Learn how to group similar data instances together using clustering algorithms available in Orange.
  • Classification with Orange
    Discover the world of classification algorithms and learn how to build predictive models using Orange.
  • Regression analysis using Orange
    Master the art of regression analysis and learn how to make predictions based on your data.
  • Practical projects and case studies
    Apply your newfound skills by working on real-world projects and solving data mining challenges.

Syllabus

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