Regression Models Courses and Certifications

MGH Institute of Health Professions

Regression Models in Healthcare

Learn advanced multivariate statistical methods for healthcare data analysis, including non-linear trends, interacting variables, logistic regression, and its variants. Practice applying these methods to real-world healthcare examples.

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

Simons Institute

Randomized Least Squares Regression - Combining Model- and Algorithm-Induced Uncertainties

Explore randomized least squares regression, combining model and algorithm uncertainties for improved statistical analysis and numerical linear algebra applications.

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

MathWorks

Predictive Modeling and Machine Learning with MATLAB

82 reviews

Learn to build, evaluate, and optimize regression and classification models using MATLAB. Apply supervised machine learning workflows to real-world datasets and improve model performance through feature selection and hyperparameter tuning.

• Coursera
• 18 hours 52 minutes
• On-Demand
• Free Online Course (Audit)

Microcredential

Data Science

9 reviews

Master the complete data science pipeline: from asking questions to publishing results. Gain practical skills in data manipulation, visualization, and analysis through hands-on projects using real-world data.

• Coursera
• 48 weeks, 7 hours a week
• On-Demand
• Paid Course
• 11 courses

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)

Quantifying Relationships with Regression Models

19 ratings at Coursera

Explore linear regression for measuring variable relationships. Learn to create, interpret, and evaluate bivariate and multivariate models, including binary dependent and interactive models. Develop skills to critically analyze regression analyses.

• Coursera
• 11 hours 28 minutes
• On-Demand
• Free Online Course (Audit)

Interpretable Machine Learning

Develop transparent and trustworthy AI solutions using interpretable machine learning techniques. Master regression models, decision trees, neural networks, and mechanistic interpretability for responsible AI in high-risk domains.

• Coursera
• 13 hours 18 minutes
• On-Demand
• Free Online Course (Audit)

Response Surfaces, Mixtures, and Model Building

66 ratings at Coursera

Explore advanced experimental design techniques for process optimization, including response surfaces, mixture experiments, and robust parameter design strategies.

• Coursera
• 13 hours 8 minutes
• On-Demand
• Free Online Course (Audit)

Data Analysis with Python

18624 ratings at Coursera

Learn to analyze data using Python, from importing and cleaning to exploratory analysis and building machine learning models. Gain hands-on experience with popular libraries and real-world datasets.

• Coursera
• 15 hours 23 minutes
• On-Demand
• Free Online Course (Audit)

Forecasting Models for Marketing Decisions

78 ratings at Coursera

Develop forecasting models using Excel to predict customer behavior, assess marketing actions, and make data-driven decisions for improved business outcomes and customer value management.

• Coursera
• 11 hours 46 minutes
• On-Demand
• Free Online Course (Audit)

Excel Regression Models for Business Forecasting

102 ratings at Coursera

Explore regression models for business forecasting, from simple to complex. Learn to create, evaluate, and apply various models to generate valuable business intelligence and predictions.

• Coursera
• 9 hours 6 minutes
• On-Demand
• Free Online Course (Audit)

Probability and Statistics for Business and Data Science

7259 ratings at Udemy

Learn how to apply probability and statistics to real data science and business applications!

• Udemy
• 5 hours 14 minutes
• On-Demand
• Paid Course

Model Validation in Python

Learn the basics of model validation, validation techniques, and begin creating validated and high performing models.

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

Tableau Certification - Desktop Specialist + Data Analyst

1681 ratings at Udemy

Complete guide to acing the Tableau Desktop Specialist + Tableau Certified Data Analyst exams, with full practice tests!

• Udemy
• 6 hours 40 minutes
• On-Demand
• Paid Course

Practicing Statistics Interview Questions in Python

Prepare for your next statistics interview by reviewing concepts like conditional probabilities, A/B testing, the bias-variance tradeoff, and more.

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