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
• Free Online Course (Audit)

Advanced Linear Models for Data Science 2: Statistical Linear Models

95 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
• Free Online Course (Audit)

Undergraduate Econometrics

1 review

Comprehensive exploration of econometrics, from basic concepts to advanced regression analysis, emphasizing estimator properties, hypothesis testing, and time series analysis.

• YouTube
• 18 hours
• On-Demand
• Free Online Course

IIT Madras;  NPTEL

Optimization Theory and Algorithms

Explore optimization theory and algorithms for engineering problems, covering unconstrained and constrained optimization, contemporary algorithms, and practical applications through programming assignments.

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

Orthogonality

Explora conjuntos ortogonales, proyecciones, desigualdad de Cauchy-Schwarz, proceso de Gram-Schmidt, descomposición QR, regresión lineal, espacios de producto interno, polinomios de Legendre y series de Fourier.

• YouTube
• 3 hours 30 minutes
• On-Demand
• Free Online Course

statisticsmatt

Fourier Series

Explore advanced mathematical concepts including Fourier series, orthogonal bases, and convergence theorems. Gain deep insights into complex analysis and integration techniques.

• YouTube
• 3 hours 30 minutes
• On-Demand
• Free Online Course

StatQuest with Josh Starmer

Gradient Descent, Step-by-Step

Comprehensive step-by-step explanation of Gradient Descent, covering its application in Machine Learning, optimization techniques, and variations like Stochastic Gradient Descent.

• YouTube
• 24 minutes
• On-Demand
• Free Online Course

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 Online Course

MITCBMM

Statistical Learning Theory and Applications - Class 7

Explore statistical learning theory, covering least squares, gradient descent, regularization, and induction, with insights into historical context and practical applications.

• YouTube
• 1 hour 27 minutes
• On-Demand
• Free Online Course

Amazon Web Services;  Amazon

Linear and Logistic Regression (German)

Learn to create machine learning predictions with AWS's course on linear models, least squares, regularization, logistic regression, and gradient-based optimization. (German subtitles)

• AWS Skill Builder
• 8-9 hours
• Finished
• Free Certificate