Linear Models Courses and Certifications

UofU Data Science

Linear Models in Machine Learning - Lecture 5B

Explore fundamental concepts of linear classifiers and regressors, understanding their role in machine learning and various learning algorithms for hypothesis classification.

• YouTube
• 37 minutes
• Self-Paced
• Free Video

UofU Data Science

Linear Models Expressiveness - Lecture 6

Explore the expressive power and functional capabilities of linear models in machine learning, focusing on their versatility and practical applications.

• YouTube
• 45 minutes
• Self-Paced
• Free Video

NY Regents Exam - Algebra I: Test Prep & Practice

Comprehensive preparation for NY Regents Algebra I exam, covering key concepts through engaging lessons and assessments to ensure mastery of essential algebraic skills and exam readiness.

• Study.com
• 12 hours
• Self-Paced
• Paid Course

Fundamentals of Quantitative Modeling

5 ratings

Aprenda a criar modelos quantitativos para análise de dados empresariais, incluindo modelos lineares, probabilísticos e de regressão. Domine técnicas essenciais para previsão, otimização e tomada de decisões baseadas em dados.

• Coursera
• 9 hours 33 minutes
• Self-Paced
• Paid Course

Generalized Linear Models in R

The Generalized Linear Model course expands your regression toolbox to include logistic and Poisson regression.

• DataCamp
• 4 hours
• Self-Paced
• Free Trial Available

Generalized Linear Models in Python

Extend your regression toolbox with the logistic and Poisson models and learn to train, understand, and validate them, as well as to make predictions.

• DataCamp
• 5 hours
• Self-Paced
• Free Trial Available

Linear Regression and Linear Models

Learn powerful statistical tools: linear regression and models. Predict continuous values using various data types. Covers least squares, multiple regression, t-tests, ANOVA, and R implementation.

• YouTube
• 1 hour 30 minutes
• Self-Paced
• Free Video

Advanced Linear Models for Data Science 1: Least Squares

192 ratings at Coursera

Explore advanced linear algebra and statistics for data science, focusing on least squares regression, matrix algebra, and linear models to enhance your analytical skills and understanding.

• Coursera
• 8 hours 27 minutes
• Self-Paced
• Paid Course

Advanced Linear Models for Data Science 2: Statistical Linear Models

108 ratings at Coursera

Explore advanced linear algebra and statistical concepts for regression modeling, enhancing your understanding of least squares, multivariate distributions, and residual analysis.

• Coursera
• 5 hours 40 minutes
• Self-Paced
• Paid Course

Case Study: Exploratory Data Analysis in R

Use data manipulation and visualization skills to explore the historical voting of the United Nations General Assembly.

• DataCamp
• 4 hours
• Self-Paced
• Free Trial Available

Multiple and Logistic Regression in R

In this course you'll learn to add multiple variables to linear models and to use logistic regression for classification.

• DataCamp
• 4 hours
• Self-Paced
• Free Trial Available

Machine Learning for Finance in Python

Learn to model and predict stock data values using linear models, decision trees, random forests, and neural networks.

• DataCamp
• 4 hours
• Self-Paced
• Free Trial Available

Introduction to Linear Modeling in Python

Explore the concepts and applications of linear models with python and build models to describe, predict, and extract insight from data patterns.

• DataCamp
• 4 hours
• Self-Paced
• Free Trial Available

Differential Expression Analysis with limma in R

Learn to use the Bioconductor package limma for differential gene expression analysis.

• DataCamp
• 4 hours
• Self-Paced
• Free Trial Available

Imperial College London

Learning Linear Models In-Context with Transformers

Explore in-context learning of linear models using transformers with UC Davis professor Spencer Frei in this insightful seminar.

• YouTube
• 1 hour 10 minutes
• Self-Paced
• Free Video