Ordinary Least Squares Courses and Certifications

Introduction to Predictive Modeling

123 ratings at Coursera

Learn predictive modeling with linear regression and time series forecasting using Excel. Gain practical skills in data preparation, model fitting, interpretation, and forecasting for real-world decision-making.

• Coursera
• 12 hours 22 minutes
• On-Demand
• Free Online Course (Audit)

The Classical Linear Regression Model

20 ratings at Coursera

Discover econometrics, analyze data, and master regression models. Learn to interpret results, build models, and apply skills to real-world scenarios like estimating the Capital Asset Pricing Model using R.

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

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)

Packt

The STATA OMNIBUS: Regression and Modelling with STATA

Master regression analysis and modeling in STATA. Learn linear and non-linear techniques, explore advanced strategies, and apply practical examples using real-world data. Gain expertise in interpreting outputs and handling complex statistical scenarios.

• Coursera
• 22 hours 17 minutes
• On-Demand
• Free Online Course (Audit)

Shanghai International Studies University

Econometric Methods in Social Sciences

Master econometric methods for analyzing causal relationships in social sciences, covering regression models, hypothesis testing, time series analysis, and panel data through practical applications in economics and finance.

• XuetangX
• 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

Learn Statistics with Python

Master Python for statistical analysis: design matrices, linear models, F distribution, and OLS. Hands-on tutorials using Orange and Patsy libraries for practical data science skills.

• YouTube
• 1 hour 30 minutes
• On-Demand
• Free Video

Modern Linear Algebra Using Python Instead of a Textbook

Explore linear algebra concepts through hands-on Python programming, covering matrix operations, decompositions, and applications in machine learning and data analysis.

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

Multivariate Statistical Analysis

Comprehensive exploration of multivariate statistical techniques, covering theory, problem-solving, and implementation in R and Excel. Ideal for data analysis across various fields.

• YouTube
• 13 hours
• On-Demand
• Free Video

Introducing Linear Algebra

Comprehensive exploration of linear algebra concepts, from basic operations to advanced topics, with practical applications using Julia and Python programming languages.

• YouTube
• 9 hours
• On-Demand
• Free Video

Professor Knudson

Regression

Explore point estimation, maximum likelihood, and distribution for regression coefficients, focusing on ordinary least squares and slope estimator analysis.

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

NPTEL-NOC IITM

Simultaneous Equation Model - Part III: Simultaneity Bias and OLS Implications

Explore simultaneity bias and its impact on OLS estimation in simultaneous equation models. Gain insights into addressing this econometric challenge.

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

NPTEL-NOC IITM

Gauss-Markov Theorem

Explore the fundamental principles and applications of the Gauss-Markov theorem in statistical analysis and linear regression modeling.

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

NPTEL-NOC IITM

Hands-on with Python: Estimating Regression Coefficients with OLS and Abline - Part 2

Estimate regression coefficients using OLS and abline in Python, gaining practical experience with statistical analysis techniques.

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

NPTEL-NOC IITM

Diagnostics to Improve Linear Model Fit - OLS Analysis and Residual Plots

Explore techniques to enhance linear model fit through residual analysis, normality checks, and outlier detection in OLS regression.

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