Least Squares Courses and Certifications

Regression Models

33 reviews

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
• On-Demand
• Paid Course

Advanced Linear Models for Data Science 1: Least Squares

190 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
• On-Demand
• 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
• On-Demand
• 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
• On-Demand
• 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
• On-Demand
• 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
• On-Demand
• 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
• On-Demand
• 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
• On-Demand
• Free Video

Advanced Linear Models for Data Science 2: Statistical Linear Models

107 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
• On-Demand
• Paid Course

Chemometrics & Machine Learning in Copenhagen

Partial Least Squares Regression - PLS-R

Master PLS-R fundamentals, validation techniques, preprocessing methods, and variable selection for effective chemometric analysis and machine learning applications.

• YouTube
• 1 hour 40 minutes
• On-Demand
• Free Video

Packt

Matrix Calculus for Data Science & Machine Learning

Master the fundamentals of matrix calculus for data science applications, including vector derivatives, optimization techniques, and practical implementations in Python for machine learning algorithms.

• Coursera
• 8 hours 55 minutes
• On-Demand
• Paid Course

Convex Optimization I - 2023

Master convex optimization fundamentals and applications across engineering, finance, and machine learning through Stanford's comprehensive mathematical framework and solution techniques.

• YouTube
• 23 hours 44 minutes
• On-Demand
• Free Video

StatQuest with Josh Starmer

Linear Regression, Clearly Explained

Clear explanation of linear regression concepts, including least squares, R-squared, multivariable models, p-values, and F-distribution. Ideal for beginners seeking a solid foundation in statistical analysis.

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

MITCBMM

Regularized Least Squares

Explore statistical learning theory with Lorenzo Rosasco, focusing on regularized least squares, optimization techniques, and key concepts in machine learning algorithms.

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

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
• On-Demand
• Free Video