Mining Quality Prediction Using Machine & Deep Learning

Übersicht

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.

Fachgebiete