Multiple Linear Regression Courses and Certifications

NPTEL-NOC IITM

Multiple Linear Regression

Explore multiple linear regression techniques for analyzing relationships between multiple variables and predicting outcomes in statistical modeling.

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

NPTEL-NOC IITM

Multiple Linear Regression: Model Building and Selection

Build and select multiple linear regression models through data loading, visualization, and iterative model refinement using R.

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

NPTEL-NOC IITM

Multiple Linear Regression Model and Application of F Statistics - Part 5

Explore multiple linear regression models and apply F statistics in advanced statistical analysis. Enhance your understanding of complex data relationships and hypothesis testing.

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

NPTEL-NOC IITM

Multiple Linear Regression Model and Application of F Statistics - Part 2

Explore advanced concepts of multiple linear regression and F-statistics, enhancing statistical analysis skills for complex data modeling.

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

Regression and Gradient Descent

Master regression algorithms from scratch, implementing linear and logistic regression using gradient descent. Build predictive models without relying on high-level libraries for deep mathematical understanding.

• CodeSignal
• On-Demand
• Free Certificate

Regression Models for Prediction

Master regression modeling techniques to build predictive models using Python, covering multiple linear, polynomial, lasso and ridge regression, along with essential model evaluation metrics and visualization methods.

• CodeSignal
• On-Demand
• Free Certificate

Regression and Classification

13 ratings at Coursera

Explore statistical modeling concepts, including regression, classification, and unsupervised techniques. Learn when to use specific models, how to tune them, and understand trade-offs for informed decision-making.

• Coursera
• 1 day 10 hours 49 minutes
• On-Demand
• Free Online Course (Audit)

Regression Modeling for Marketers

Elevate marketing skills with regression analysis, data visualization, and advanced statistical techniques for quantifying, explaining, and predicting marketing outcomes and consumer behavior.

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

Six Sigma Black Belt Level Regression Analysis

523 ratings at Udemy

Get ready for ASQ & IASSC Six Sigma Black Belt Certification BoK Topic | Get a Primer on Predictive Modeling

• Udemy
• 2 hours 16 minutes
• On-Demand
• Free Online Course

Linear Regression

15 ratings at Coursera

Learn to apply linear regression techniques using R, covering simple and multiple regression, qualitative predictors, and statistical inference for data-driven career applications.

• Coursera
• 1 day 3 hours 3 minutes
• On-Demand
• Free Online Course (Audit)

Statistics for Business Analytics: Modelling and Forecasting

Learn to apply statistical techniques for business analytics, covering correlation, regression, and time series forecasting to predict future trends and make data-driven decisions.

• edX
• 10 weeks, 4-8 hours a week
• On-Demand
• Free Online Course (Audit)

Predictive Analytics

Learn to predict future business events using statistical models and data analysis techniques for effective decision-making and competitive advantage in various industries.

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

statisticsmatt

Correlation

1 review

Explore correlation concepts, from Pearson's coefficient to advanced topics like partial and rank correlations. Learn geometrical interpretations, multiple regression, and practical applications using R.

• YouTube
• 2 hours 30 minutes
• On-Demand
• Free Video

Statistics

Learn advanced statistical techniques including regression analysis, ANOVA, and model selection. Master key concepts like variance inflation, F-tests, and information criteria for robust data analysis.

• YouTube
• 3 hours 30 minutes
• On-Demand
• Free Video

Learn the basics of Machine Learning in this introductory course.

• Codecademy
• 20 hours
• On-Demand
• Free Trial Available