Lecture

Kernel Regression: Weighted Average and Feature Maps

Related lectures (266)
Kernel Methods: Neural Networks
Covers the fundamentals of neural networks, focusing on RBF kernels and SVM.
Kernel Regression
Covers the concept of kernel regression and making data linearly separable by adding features and using local methods.
Document Analysis: Topic Modeling
Explores document analysis, topic modeling, and generative models for data generation in machine learning.
Neural Network: Random Features and Kernel Regression
Covers random features in neural networks and kernel regression equivalence.
Feature Expansion and Kernels
Covers feature expansion, kernels, SVM, and nonlinear classification in machine learning.
Feature Expansion: Kernels and KNN
Covers feature expansion, kernels, and K-nearest neighbors, including non-linearity, SVM, and Gaussian kernels.
Machine Learning Fundamentals: Regularization and Cross-validation
Explores overfitting, regularization, and cross-validation in machine learning, emphasizing the importance of feature expansion and kernel methods.
Linear Regression and Logistic Regression
Covers linear and logistic regression for regression and classification tasks, focusing on loss functions and model training.
Introduction to Machine Learning: Supervised Learning
Introduces supervised learning, covering classification, regression, model optimization, overfitting, and kernel methods.
Kernel Regression: K-nearest Neighbors
Covers the concept of kernel regression and K-nearest neighbors for making data linearly separable.

Graph Chatbot

Chat with Graph Search

Ask any question about EPFL courses, lectures, exercises, research, news, etc. or try the example questions below.

DISCLAIMER: The Graph Chatbot is not programmed to provide explicit or categorical answers to your questions. Rather, it transforms your questions into API requests that are distributed across the various IT services officially administered by EPFL. Its purpose is solely to collect and recommend relevant references to content that you can explore to help you answer your questions.