Ordinary Least Squares Courses and Certifications

Regression Analysis - Ordinary Least Squares Estimation and Statistical Properties - Lecture 8

Dive into advanced linear regression concepts including OLS estimation, Hat matrix projections, statistical inference with t- and F-tests, and model diagnostics for finance applications.

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

Introduction to Predictive Modeling

143 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
• Paid Course

Econometrics with Eviews: Time Series, and Panel Data

214 ratings at Udemy

Master Econometrics from Basics to Advanced: OLS, ARDL, VAR, GARCH, Cointegration, Causality & Panel Data Analysis

• Udemy
• 14 hours 20 minutes
• On-Demand
• Paid Course

Packt

The STATA OMNIBUS: Regression and Modelling with STATA

1 review

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 47 minutes
• On-Demand
• Paid Course

Microcredential

Mathematical Foundations for Data Science and Analytics

11 ratings at Coursera

Master essential mathematical concepts including linear algebra, statistics, calculus, and probability theory to build strong foundations for data science and analytics careers.

• Coursera
• 4 weeks, 10 hours a week
• On-Demand
• Paid Course
• 3 courses

Probability Theory and Regression for Predictive Analytics

Master probability theory and regression techniques to build predictive models using Python, covering Bayes' Theorem, distributions, OLS, and advanced regression methods.

• Coursera
• 12 hours
• On-Demand
• Paid Course

Econometrics - Theory and Practice

Master econometric theory and practice through regression analysis, hypothesis testing, and statistical inference for analyzing economic relationships and data.

• Coursera
• 1 day 7 hours 43 minutes
• 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 30 minutes
• On-Demand
• Paid Course

Coursera

Regression: Identify Assumptions & Apply Models

Master regression model validation through hands-on practice with OLS assumptions, residual analysis, and diagnostic interpretation in RStudio for trustworthy results.

• Coursera
• 2 hours 1 minute
• On-Demand
• Paid Course

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

Coding Train

Introduction to Machine Learning - Intelligence and Learning - Session 3

Explore machine learning fundamentals through linear regression, gradient descent, and nearest neighbors algorithms with hands-on coding challenges and mathematical foundations.

• YouTube
• 3 hours 26 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

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