Mining Quality Prediction Using Machine & Deep Learning

via Coursera

Overview

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.