Linear Regression Models Courses and Certifications

Microcredential

Business Statistics and Analysis

Equip yourself with essential business data analysis tools, from spreadsheet functions to data modeling, probability concepts, and linear regression, culminating in a practical capstone project.

• Coursera
• 22 weeks, 5 hours a week
• On-Demand
• Paid Course
• 5 courses

ANOVA and Experimental Design

17 ratings at Coursera

Explore ANOVA, ANCOVA, and experimental design for data science applications. Learn key concepts like randomization, blocking, and factorial design to conduct meaningful experiments and analyze results.

• Coursera
• 1 day 15 hours 56 minutes
• On-Demand
• Free Online Course (Audit)

Illinois Institute of Technology

Model Diagnostics and Remedial Measures

Learn to diagnose and fix issues in regression models, including assumption violations, heteroscedasticity, autocorrelation, and multicollinearity. Gain skills in variable selection and model validation for data-driven industries.

• Coursera
• 19 hours 45 minutes
• On-Demand
• Free Online Course (Audit)

Bayesian Regression Modeling with rstanarm

Learn how to leverage Bayesian estimation methods to make better inferences about linear regression models.

• DataCamp
• 4 hours
• On-Demand
• Free Trial Available

Business Statistics

This course will introduce you to business statistics, or the application of statistics in the workplace. Statistics is a course in the methods for gathering, analyzing, and interpreting data.

• Swayam
• 12 weeks
• On-Demand
• Free Online Course

Building Features from Nominal Data

13 ratings at Pluralsight

This course covers various techniques for encoding categorical data, starting with the familiar forms of one-hot and label encoding, before moving to contrast coding schemes such as simple coding, Helmert coding and orthogonal polynomial coding.

• Pluralsight
• 2-3 hours
• On-Demand
• Free Trial Available

365 Data Science

Statistics Tutorials

Comprehensive tutorials covering key statistical concepts, data visualization, clustering, probability, and regression for aspiring data scientists.

• YouTube
• 2 hours 30 minutes
• On-Demand
• Free Online Course

Steve Brunton

Hankel Alternative View of Koopman - HAVOK Analysis

Decompose chaos into linear systems with intermittent forcing using HAVOK analysis. Learn to build linear regression models on eigen-time-delay coordinates for complex dynamical systems.

• YouTube
• 23 minutes
• On-Demand
• Free Online Course

Steve Brunton

Hankel Alternative View of Koopman Analysis

Decomposing chaos into linear systems with intermittent forcing using HAVOK analysis. Explores eigen-time-delay coordinates for regression models, offering new insights into complex dynamical systems.

• YouTube
• 47 minutes
• On-Demand
• Free Online Course

Fundamentos de estadística aplicada

112 ratings at Coursera

Adquiere conceptos fundamentales de estadística aplicada, desde análisis descriptivo hasta modelos de regresión lineal, con énfasis en aplicaciones prácticas y ejemplos reales simplificados.

• Coursera
• 1 day 4 hours 54 minutes
• On-Demand
• Free Online Course (Audit)

Coursera Community Project Network

Problem Solving Using Microsoft Excel

Learn Excel basics, functions, and techniques for data analysis, error troubleshooting, and creating regression models. Gain practical skills for effective problem-solving using spreadsheets.

• Coursera
• Finished
• Paid Course

Эконометрика (Econometrics)

Исследование закономерностей в реальных данных с помощью линейных регрессионных моделей. Изучение метода наименьших квадратов, статистических свойств оценок, проблем мультиколлинеарности и гетероскедастичности. Практика в R.

• Coursera
• 10 weeks
• Finished
• Free Online Course (Audit)

Исследование статистических взаимосвязей

Изучение методов анализа статистических взаимосвязей, включая проверку гипотез, критерии согласия, оценку корреляций и построение линейных регрессионных моделей на реальных данных.

• Coursera
• 5 weeks
• Finished
• Free Online Course (Audit)