Skip to main content
Graph
Search
fr
en
Login
Search
All
Categories
Concepts
Courses
Lectures
MOOCs
People
Quizes
Exercises
Publications
Startups
Units
Show all results for
Home
Lecture
Linear Models: Recap and Logistic Regression
Graph Chatbot
Related lectures (55)
Logistic Regression: Classification
Log in to Mediaspace to watch this video
Covers supervised learning, classification using logistic regression, and challenges in optimization.
Linear Models: Part 2
Log in to Mediaspace to watch this video
Covers linear models, binary and multi-class classification, and logistic regression with practical examples.
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.
Non-Convex Optimization: Techniques and Applications
Log in to Mediaspace to watch this video
Covers non-convex optimization techniques and their applications in machine learning.
Linear Models: Basics
Log in to Mediaspace to watch this video
Introduces linear models in machine learning, covering basics, parametric models, multi-output regression, and evaluation metrics.
Gradient Descent: Linear Regression
Log in to Mediaspace to watch this video
Covers the concept of gradient descent for linear regression, explaining the iterative process of updating parameters.
Linear Regression: Basics
Log in to Mediaspace to watch this video
Covers the basics of linear regression, binary and multi-class classification, and evaluation metrics.
Nonlinear Machine Learning: k-Nearest Neighbors and Feature Expansion
Log in to Mediaspace to watch this video
Covers the transition from linear to nonlinear models, focusing on k-NN and feature expansion techniques.
Linear Models: Classification Basics
Log in to Mediaspace to watch this video
Explores linear models for classification, logistic regression, SVM, k-NN, and curse of dimensionality.
Support Vector Machines: Basics and Applications
Log in to Mediaspace to watch this video
Covers the basics of support vector machines, logistic regression, decision boundaries, and the k-Nearest Neighbors algorithm.
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.
Untitled
Log in to Mediaspace to watch this video
Machine Learning Fundamentals: Structure Discovery, Classification, Regression
Log in to Mediaspace to watch this video
Covers fundamental machine learning concepts including Structure Discovery, Classification, and Regression.
Understanding Data Attributes
Log in to Mediaspace to watch this video
Covers the analysis of various data attributes and linear regression models.
Generalized Linear Models: A Brief Review
Log in to Mediaspace to watch this video
Provides an overview of Generalized Linear Models, focusing on logistic and Poisson regression models, and their implementation in R.
Optimization in Statistics and Machine Learning: Maximum Likelihood Estimation
Log in to Mediaspace to watch this video
Explores Maximum Likelihood Estimation, linear models, logistic regression, and Support Vector Machines.
Logistic Regression: Probability Modeling
Log in to Mediaspace to watch this video
Covers logistic regression for binary classification using probability modeling and optimization methods.
Maximum Likelihood Estimation: Theory
Log in to Mediaspace to watch this video
Covers the theory behind Maximum Likelihood Estimation, discussing properties and applications in binary choice and ordered multiresponse models.
Deep Learning: Multilayer Perceptron and Training
Log in to Mediaspace to watch this video
Covers deep learning fundamentals, focusing on multilayer perceptrons and their training processes.
Regression Trees and Ensemble Methods in Machine Learning
Log in to Mediaspace to watch this video
Discusses regression trees, ensemble methods, and their applications in predicting used car prices and stock returns.
Previous
Page 2 of 3
Next