Multicollinearity Courses and Certifications

NPTEL-NOC IITM

Understanding Multicollinearity

Explora el concepto de multicolinealidad y el Factor de Inflación de Varianza, herramientas clave para evaluar la relación entre variables independientes en modelos estadísticos.

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

Explaining the Core Theories of Econometrics

926 ratings at Udemy

This is an introductory College level econometrics course. Ideal for students who want to learn in a more intuitive way.

• Udemy
• 3-4 hours
• On-Demand
• Paid Course

Packt

Regression Analysis for Statistics & Machine Learning in R

Enhance regression analysis skills in R: from OLS to advanced techniques like GLMs, non-linear models, and machine learning approaches. Practical implementation and result interpretation included.

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

NPTEL;  IIT Kharagpur

Engineering Econometrics

This course will be exclusively quantitative and an application to business/management-related problems. It is connected with problem sets and real-life cases to know the relevance of a particular problem and the decision-making thereof.

• YouTube
• 1 day 11 hours
• On-Demand
• Free Video

Inference for Linear Regression in R

In this course you'll learn how to perform inference using linear models.

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

HR Analytics: Predicting Employee Churn in R

Predict employee turnover and design retention strategies.

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

Machine Learning & AI Foundations: Linear Regression

171 ratings at LinkedIn Learning

Expand your data science skills by learning how to leverage the concepts of linear regression to solve real-world problems.

• LinkedIn Learning
• 4 hours 5 minutes
• On-Demand
• Free Trial Available

Mistakes to Avoid in Machine Learning

119 ratings at LinkedIn Learning

Learn about the common mistakes you should avoid when building your machine learning models.

• LinkedIn Learning
• 40 minutes
• On-Demand
• Free Trial Available

IISER Pune;  NPTEL

Regression Analysis

Learn powerful regression analysis techniques for predicting future outcomes. Master simple and multiple linear regression, model assumptions, dummy variables, polynomial regression, and generalized linear models.

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

Dibrugarh University;  CEC

Introductory Econometrics

Comprehensive introduction to econometric concepts, covering hypothesis testing, regression models, OLS assumptions, and model misspecification. Develop skills in statistical analysis and econometric techniques.

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

CEC;  School Of Economics, DAVV

Econometric Methods

Learn essential econometric techniques for building, estimating, and assessing models. Master OLS, regression analysis, and handle common issues like heteroscedasticity and multicollinearity. Apply concepts to real-world economic problems.

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

CodeEmporium

Preprocessing Data for Machine Learning - Deep Dive

Comprehensive guide to preprocessing data for logistic regression, covering standardization, encoding, data imbalance, correlation, multicollinearity, and missing data handling techniques.

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

NPTEL-NOC IITM

Handling Multicollinearity with Ridge Regression in Python

Implementación práctica de la regresión Ridge en Python para manejar la multicolinealidad utilizando sklearn.

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

NPTEL-NOC IITM

Classical Linear Regression Model - Part 4

Explora el modelo de regresión lineal clásica, profundizando en sus aspectos teóricos y aplicaciones prácticas en el análisis estadístico.

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

NPTEL-NOC IITM

Classical Linear Regression Model - Part 3

Explora el modelo de regresión lineal clásica, profundizando en sus aspectos avanzados y aplicaciones prácticas en análisis estadístico.

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