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 & k-NN

About
Privacy
Disclaimer

Graph Chatbot

Related lectures (58)

Polynomial Regression: Overview Log in to Mediaspace to watch this video

Covers polynomial regression, flexibility impact, and underfitting vs overfitting.

Binary Response: Link Functions Log in to Mediaspace to watch this video

Explores binary response interpretation, link functions, logistic regression, and model selection using deviances and information criteria.

Neural Networks: Basics and Applications Log in to Mediaspace to watch this video

Explores neural networks basics, XOR problem, classification, and practical applications like weather data prediction.

Decision Trees and Random Forests: Concepts and Applications Log in to Mediaspace to watch this video

Discusses decision trees and random forests, focusing on their structure, optimization, and application in regression and classification tasks.

Modern Regression: Random Effects and Model Checking Log in to Mediaspace to watch this video

Explores random effects, model checking, and nested vs. crossed effects in modern regression modeling.

Linear Regression: Multicollinearity, Outliers, Model Specification Log in to Mediaspace to watch this video

Covers multicollinearity, outliers, model specification, and practical strategies in linear regression.

Feature Engineering: Polynomial Regression Log in to Mediaspace to watch this video

Covers fitting linear regression on features of the original predictors for flexible feature representation.

Linear Regression: Model Adjustment and Parameter Estimation Log in to Mediaspace to watch this video

Explains the decomposition of total sum of squares, model adjustment, and parameter estimation in linear regression.

Marginal Models: Interpretation and Application Log in to Mediaspace to watch this video

Explores marginal models in modern regression, emphasizing interpretation and application in statistical analysis.

Basics of linear regression model Log in to Mediaspace to watch this video

Covers the basics of linear regression, OLS method, predicted values, residuals, matrix notation, goodness-of-fit, hypothesis testing, and confidence intervals.

Regression: High Dimensions Log in to Mediaspace to watch this video

Explores linear regression in high dimensions and practical house price prediction from a dataset.

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.

Deep Learning: Data Representations and Neural Networks Log in to Mediaspace to watch this video

Covers data representations, Bag of Words, histograms, data pre-processing, and neural networks.

Introduction to OLS Log in to Mediaspace to watch this video

Covers the basics of Ordinary Least Squares (OLS) in econometrics, including variable relationships, coefficient determination, and model interpretation.

Gaussian Mixture Regression: Examples and Analysis Log in to Mediaspace to watch this video

Explores Gaussian Mixture Regression in 2D datasets, analyzing priors, components, and regression outcomes.

Maximum Likelihood Estimation: Linear Models Log in to Mediaspace to watch this video

Explores maximum likelihood estimation in linear models, covering Gaussian noise, covariance estimation, and support vector machines for classification problems.

Supervised Learning in Financial Econometrics Log in to Mediaspace to watch this video

Explores supervised learning in financial econometrics, covering linear regression, model fitting, potential problems, basis functions, subset selection, cross-validation, regularization, and random forests.

Design of Experiments: Response Surface Log in to Mediaspace to watch this video

Explores experimental design methodology, including classic plans, simplex method, and canonical analysis for linear and quadratic models.

Page 3 of 3