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  2. Linear Regression

Linear Regression Courses

Linear regression courses can help you learn how to analyze relationships between variables, interpret coefficients, and evaluate model performance. You can build skills in data visualization, hypothesis testing, and making predictions based on data trends. Many courses introduce tools like Python, R, and Excel, that support implementing regression models and analyzing datasets effectively.

Popular Linear Regression Courses and Certifications


  • I

    Illinois Tech

    Variable Selection, Model Validation, Nonlinear Regression

    Skills you'll gain: Statistical Inference, Regression Analysis, Logistic Regression, R Programming, Statistical Modeling, R (Software), Model Evaluation, Probability & Statistics, Statistical Hypothesis Testing

    4.4 stars, 9 reviews, Intermediate, Course, 1 - 4 Weeks

    ★ 4.4 (9) · Intermediate · Course · 1 - 4 Weeks

    Status: Free trial
    Free trial
    Category: Build toward a degree
    Build toward a degree
  • U

    University of Minnesota

    Optimization for Decision Making

    Skills you'll gain: Mathematical Modeling, Business Analytics, Analytics, Data-Driven Decision-Making, Model Optimization, Microsoft Excel, Decision Making, Spreadsheet Software, Graphing

    4.7 stars, 91 reviews, Beginner, Course, 1 - 4 Weeks

    ★ 4.7 (91) · Beginner · Course · 1 - 4 Weeks

    Status: Free trial
    Free trial
  • U

    University of Colorado Boulder

    Generalized Linear Models and Nonparametric Regression

    Skills you'll gain: Statistical Modeling, R Programming, Data Analysis, Data Ethics, Regression Analysis, Machine Learning, Logistic Regression, Model Evaluation, Linear Algebra, Classification Algorithms, Calculus

    4.2 stars, 26 reviews, Intermediate, Course, 1 - 4 Weeks

    ★ 4.2 (26) · Intermediate · Course · 1 - 4 Weeks

    Status: Free trial
    Free trial
    Category: Build toward a degree
    Build toward a degree
  • J

    Johns Hopkins University

    Linear Algebra: Linear Systems and Matrix Equations

    Skills you'll gain: Linear Algebra, Geometry

    4.7 stars, 183 reviews, Beginner, Course, 1 - 4 Weeks

    ★ 4.7 (183) · Beginner · Course · 1 - 4 Weeks

    Status: Free trial
    Free trial
  • J

    Johns Hopkins University

    Calculus through Data & Modeling: Applying Differentiation

    Skills you'll gain: Applied Mathematics, Estimation, Calculus, Mathematical Modeling, Derivatives

    4.7 stars, 63 reviews, Intermediate, Course, 1 - 3 Months

    ★ 4.7 (63) · Intermediate · Course · 1 - 3 Months

    Status: Free trial
    Free trial
  • C

    Coursera

    Nail Regression & Classification

    Skills you'll gain: Model Evaluation, Predictive Modeling, Regression Analysis, Statistical Modeling, Classification Algorithms, Logistic Regression, Data Analysis, Data-Driven Decision-Making, Performance Metric

    Intermediate · Course · 1 - 4 Weeks

    Status: Free trial
    Free trial
  • H

    Howard University

    Building Regression Models with Linear Algebra

    Skills you'll gain: Regression Analysis, Predictive Modeling, Linear Algebra

    4.7 stars, 6 reviews, Beginner, Course, 1 - 4 Weeks

    ★ 4.7 (6) · Beginner · Course · 1 - 4 Weeks

    Status: Free trial
    Free trial
  • C

    Coursera

    Data Analysis in R: Predictive Analysis with Regression

    Skills you'll gain: Ggplot2, Model Evaluation, Data Visualization, Regression Analysis, Predictive Analytics, Predictive Modeling, Data-Driven Decision-Making, R Programming, Descriptive Statistics, Exploratory Data Analysis, Statistical Analysis, Data Analysis

    4.2 stars, 13 reviews, Intermediate, Guided Project, Less Than 2 Hours

    ★ 4.2 (13) · Intermediate · Guided Project · Less Than 2 Hours

  • W

    Wesleyan University

    Regression Modeling in Practice

    Skills you'll gain: Regression Analysis, Logistic Regression, Statistical Modeling, Data Analysis, SAS (Software), Model Evaluation, Python Programming

    4.4 stars, 274 reviews, Mixed, Course, 1 - 4 Weeks

    ★ 4.4 (274) · Mixed · Course · 1 - 4 Weeks

    Status: Free trial
    Free trial
  • I

    Illinois Tech

    Model Diagnostics and Remedial Measures

    Skills you'll gain: Model Evaluation, Regression Analysis, Plot (Graphics), Data Transformation, Correlation Analysis, R Programming, Statistical Inference

    4.9 stars, 11 reviews, Intermediate, Course, 1 - 4 Weeks

    ★ 4.9 (11) · Intermediate · Course · 1 - 4 Weeks

    Status: Free trial
    Free trial
    Category: Build toward a degree
    Build toward a degree
  • U

    University of Colorado Boulder

    Modern Regression Analysis in R

    Skills you'll gain: Statistical Inference, Statistical Modeling, Regression Analysis, Data Ethics, Statistical Methods, Statistical Hypothesis Testing, Data Science, R Programming, Statistics, Statistical Analysis, Predictive Modeling, Model Evaluation

    4.3 stars, 40 reviews, Intermediate, Course, 1 - 3 Months

    ★ 4.3 (40) · Intermediate · Course · 1 - 3 Months

    Status: Free trial
    Free trial
    Category: Build toward a degree
    Build toward a degree
  • J

    Johns Hopkins University

    Linear Algebra: Matrix Algebra, Determinants, & Eigenvectors

    Skills you'll gain: Linear Algebra, Applied Mathematics, Algebra, Geometry, Markov Model

    4.8 stars, 79 reviews, Mixed, Course, 1 - 3 Months

    ★ 4.8 (79) · Mixed · Course · 1 - 3 Months

    Status: Free trial
    Free trial
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Skills you can learn in Probability And Statistics

R Programming (19)
Inference (16)
Linear Regression (12)
Statistical Analysis (12)
Statistical Inference (11)
Regression Analysis (10)
Biostatistics (9)
Bayesian (7)
Logistic Regression (7)
Probability Distribution (7)
Bayesian Statistics (6)
Medical Statistics (6)

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