Mediaspace scheduled maintenance: Aug 25, 2026 07:00 - 12:00 AM. During this time, videos will be temporarily unavailable. Check status updates.

Home

Lecture

Linear Models: Least Squares

About
Privacy
Disclaimer

Graph Chatbot

Related lectures (57)

Linear Models: Least Squares and QR Factorization Log in to Mediaspace to watch this video

Covers least squares, QR factorization, linear models, and regression analysis with applications to experimental data.

Regression Methods: Model Building and Diagnostics Log in to Mediaspace to watch this video

Explores regression methods, covering model building, diagnostics, inference, and analysis of variance.

Linear Regression: Basics and Estimation Log in to Mediaspace to watch this video

Covers the basics of linear regression and how to solve estimation problems using least squares and matrix notation.

Linear Regression Basics Log in to Mediaspace to watch this video

Covers the basics of linear regression, instrumental variables, heteroskedasticity, autocorrelation, and Maximum Likelihood Estimation.

Least Squares Solutions Log in to Mediaspace to watch this video

Covers least squares solutions for linear systems using matrix operations and normal systems, illustrated with examples.

Linear Regression Basics Log in to Mediaspace to watch this video

Covers the basics of linear regression, including OLS, heteroskedasticity, autocorrelation, instrumental variables, Maximum Likelihood Estimation, time series analysis, and practical advice.

Linear Regression and Logistic Regression Log in to Mediaspace to watch this video

Covers linear and logistic regression for regression and classification tasks, focusing on loss functions and model training.

Machine Learning Fundamentals: Regularization and Cross-validation Log in to Mediaspace to watch this video

Explores overfitting, regularization, and cross-validation in machine learning, emphasizing the importance of feature expansion and kernel methods.

Linear Models: Part 1 Log in to Mediaspace to watch this video

Covers linear models, including regression, derivatives, gradients, hyperplanes, and classification transition, with a focus on minimizing risk and evaluation metrics.

Quantile Regression: Electricity Price Prediction Log in to Mediaspace to watch this video

Explores quantile regression for electricity price prediction using time series data, regularization, and the kernel trick.

Signals & Systems I: Vector Approximation and Signal Comparison Log in to Mediaspace to watch this video

Explores vector approximation, signal detection, correlation, Fourier series, and signal comparison in signals and systems.

Linear Transformations: Injective and Surjective Log in to Mediaspace to watch this video

Explores injective and surjective linear transformations, kernel, image, and matrix operations.

Electric Cable Potential Analysis Log in to Mediaspace to watch this video

Covers the analysis of electric cable potential based on temperature data.

Linear Algebra: Applications and Bases Log in to Mediaspace to watch this video

Explores unique solutions, linear dependence, canonical bases, and linear maps in linear algebra.

Linear Applications: Basis and Independence Log in to Mediaspace to watch this video

Covers linear independence, bases of vectors, and solving systems using matrices.

Vector Spaces and Linear Applications Log in to Mediaspace to watch this video

Covers vector spaces, subspaces, kernel, image, linear independence, and bases in linear algebra.

Linear Algebra in Dirac Notation Log in to Mediaspace to watch this video

Covers linear algebra in Dirac notation, focusing on vector spaces and quantum bits.

Algebraic Varieties in Linear Algebra Log in to Mediaspace to watch this video

Explores algebraic varieties in linear algebra, focusing on their nature, determinants, irreducibility, prime properties, and geometric representation theory.

Regularization in Machine Learning Log in to Mediaspace to watch this video

Explores overfitting, regularization, and cross-validation in machine learning, emphasizing the importance of model complexity and different cross-validation methods.

Causal Systems & Transforms: Delay Operator Interpretation Log in to Mediaspace to watch this video

Covers z Variable as a Delay Operator, realizable systems, probability theory, stochastic processes, and Hilbert Spaces.

Page 2 of 3