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Mining Quality Prediction Using Machine & Deep Learning

Title: Mining Quality Prediction Using Machine & Deep Learning Description: Engage in a comprehensive 1.5-hour project-based course on Coursera, designed to enhance your understanding of both simple and multiple linear regression. Throughout this educational journey, you'll: Grasp the core concepts and principles underlying linear regression. Lea.
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Title:

Mining Quality Prediction Using Machine & Deep Learning

Description:

Engage in a comprehensive 1.5-hour project-based course on Coursera, designed to enhance your understanding of both simple and multiple linear regression. Throughout this educational journey, you'll:

  • Grasp the core concepts and principles underlying linear regression.
  • Learn how to import essential Python libraries, datasets, and how to execute data visualization effectively.
  • Conduct exploratory data analysis and standardize your training and testing datasets.
  • Train and evaluate a variety of regression models using the Sci-kit Learn library.
  • Develop and train an Artificial Neural Network specifically for regression tasks.
  • Comprehend the distinctions among various regression model KPIs, including MSE, RMSE, MAE, R2, and adjusted R2.
  • Analyze the effectiveness of different regression models and represent the performance outcomes of the optimal model using various KPIs.

University:

Provider:

Coursera

Categories:

Machine Learning Courses, Deep Learning Courses, Data Mining Courses, Data Visualization Courses, Linear Regression Courses.


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