Linear Models Courses and Certifications

Introduction to Linear Models and Matrix Algebra

12 reviews

Learn to use R programming to apply linear models to analyze data in life sciences.

• edX
• 4 weeks, 2-4 hours a week
• On-Demand
• Free Online Course (Audit)

Machine Learning with Python: from Linear Models to Deep Learning.

30 reviews

An in-depth introduction to the field of machine learning, from linear models to deep learning and reinforcement learning, through hands-on Python projects. -- Part of the MITx MicroMasters program in Statistics and Data Science.

• edX
• 15 weeks, 10-14 hours a week
• On-Demand
• Free Online Course (Audit)

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
• On-Demand
• Free Video

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
• On-Demand
• Free Video

Fundamentals of Quantitative Modeling

5 reviews

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
• 7 hours 33 minutes
• On-Demand
• Free Online Course (Audit)

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
• On-Demand
• 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
• On-Demand
• 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
• On-Demand
• Free Trial Available

Case Studies in Functional Genomics

5 ratings at edX

Perform RNA-Seq, ChIP-Seq, and DNA methylation data analyses, using open source software, including R and Bioconductor.

• edX
• 5 weeks, 2-4 hours a week
• On-Demand
• Free Online Course (Audit)

Advanced Linear Models for Data Science 1: Least Squares

187 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
• On-Demand
• Free Online Course (Audit)

Microcredential

Data Analysis for Life Sciences

Comprehensive R programming series for life sciences data analysis, covering statistics, linear models, high-throughput experiments, and high-dimensional data techniques to drive biomedical research and discoveries.

• edX
• 16 weeks, 2-4 hours a week
• On-Demand
• $876.00
• 4 courses

Microcredential

Statistics and Data Science (Methods Track)

Master advanced statistical methods and data science techniques for rigorous analysis, informed decision-making, and evidence-based practices across industries with MIT's comprehensive program.

• edX
• On-Demand
• $1,500.00
• 4 courses

Advanced Linear Models for Data Science 2: Statistical Linear Models

101 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
• On-Demand
• Free Online Course (Audit)

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
• On-Demand
• Free Video

UofU Data Science

Linear Models and Their Geometry in Machine Learning - Lecture 6

Explore the geometry and fundamental concepts of linear classifiers, examining their role as essential tools in machine learning classification problems.

• YouTube
• 33 minutes
• On-Demand
• Free Video