Least Squares Courses and Certifications

Regression Models

33 ratings

Explore linear and generalized regression models, covering least squares, multivariable analysis, diagnostics, and applications in data science. Learn to interpret results and select appropriate models.

• Coursera
• 54 hours
• Self-Paced
• Paid Course

Advanced Linear Models for Data Science 1: Least Squares

191 ratings at Coursera

Explore advanced linear algebra and statistics for data science, focusing on least squares regression, matrix algebra, and linear models to enhance your analytical skills and understanding.

• Coursera
• 8 hours 27 minutes
• Self-Paced
• Paid Course

The Four Fundamental Subspaces and Least Squares

Explore the four fundamental subspaces of linear algebra with Gilbert Strang, understanding column spaces, nullspaces, and how to find the best solution when a matrix isn't invertible using the pseudoinverse concept.

• YouTube
• 27 minutes
• Self-Paced
• Free Video

Introduction to Linear Modeling in Python

Explore the concepts and applications of linear models with python and build models to describe, predict, and extract insight from data patterns.

• DataCamp
• 4 hours
• Self-Paced
• Free Trial Available

NPTEL-NOC IITM

Least Squares Method for Simple and Multiple Linear Regression

Explore the fundamentals of linear regression, including regression lines, hyper-planes, and the essential least squares method for statistical modeling.

• YouTube
• 13 minutes
• Self-Paced
• Free Video

Dot Physics

Least Squares Fit for Web VPython

Implement least squares fit in Web VPython to find the best fit line for data, enhancing your data analysis capabilities in this programming environment.

• YouTube
• 18 minutes
• Self-Paced
• Free Video

NPTEL-NOC IITM

Quasi Newton Methods - BFGS and Least Squares

Explore Quasi Newton methods, including BFGS and least squares approaches for optimization problems.

• YouTube
• 36 minutes
• Self-Paced
• Free Video

NPTEL-NOC IITM

Least Squares Problems

Explore the mathematical foundations and applications of least squares problems in this concise mathematical tutorial.

• YouTube
• 12 minutes
• Self-Paced
• Free Video

INI Seminar Room 2

Stochastic Gradient with Least-Squares Control Variates

Explore advanced stochastic gradient optimization techniques using least-squares control variates to reduce variance and improve convergence in machine learning algorithms.

• YouTube
• 1 hour 3 minutes
• Self-Paced
• Free Video

INI Seminar Room 2

Stochastic Gradient with Least-Squares Control Variates

Explore advanced stochastic gradient methods using least-squares control variates to reduce variance in optimization algorithms for machine learning and uncertainty quantification.

• YouTube
• 1 hour
• Self-Paced
• Free Video

Wrath of Math

Least Squares Solutions and Deriving the Normal Equation - Linear Algebra

Explore least squares solutions, deriving the normal equation for inconsistent systems. Learn best approximation theorem, its application in R^n, and solve examples with unique and infinite solutions.

• YouTube
• 25 minutes
• Self-Paced
• Free Video

Wrath of Math

Least Squares Fit of a Polynomial - Linear Algebra

Learn to determine polynomial coefficients for best-fit curves using least squares method. Practical example with quadratic fit for four data points, covering system equations, normal equation, and result interpretation.

• YouTube
• 10 minutes
• Self-Paced
• Free Video

State Estimation and Localization for Self-Driving Cars

839 ratings at Coursera

Explore state estimation and localization techniques for self-driving cars, including Kalman filters, GPS/INS integration, and LIDAR sensing. Gain practical skills in implementing autonomous vehicle state estimators.

• Coursera
• 1 day 2 hours 48 minutes
• Self-Paced
• Paid Course

Advanced Linear Models for Data Science 2: Statistical Linear Models

108 ratings at Coursera

Explore advanced linear algebra and statistical concepts for regression modeling, enhancing your understanding of least squares, multivariate distributions, and residual analysis.

• Coursera
• 5 hours 40 minutes
• Self-Paced
• Paid Course

R, ggplot, and Simple Linear Regression

3902 ratings at Udemy

Begin to use R and ggplot while learning the basics of linear regression

• Udemy
• 2 hours 14 minutes
• Self-Paced
• Free Online Course