Machine Learning
20 views
Support Vector Machine
Quick Definition
Finding optimal hyperplane to separate classes with max margin
Full Definition
A supervised learning algorithm finding the optimal hyperplane to separate classes with maximum margin.
Examples
text classification, image classification, bioinformatics
Related Terms
kernel-trick
classification
More Machine Learning Terms
Clustering
Grouping similar data points based on feature similarity
Bagging
Training models on random subsets and averaging predictions
Ridge Regression
Regularized regression using L2 penalty to prevent overfitting
Loss Function
Math function measuring prediction vs actual value difference
UMAP
Fast dimensionality reduction preserving local and global structure
Active Learning
Algorithm selecting most informative data points for labeling