Modelos Lineales
A very simple model, which is the base of deep neural networks!
Mar 25, 2024
Regularization
Penalization, Dropout, Data augmentation
Mar 24, 2024
Mineria de Datos
Curso de Mineria de Datos en español
Mar 24, 2024
Clasificadores
KNN, Naive Bayes, Decision Tree, Boosting, Bagging, Random Forests
Mar 23, 2024
Clasificadores
KNN, Naive Bayes, Decision Tree, Boosting, Bagging, Random Forests
Mar 23, 2024
SVM
Hinge loss, Lagrangian, KKT conditions, non-linear SVM, Kernel trick, SV Regressor
Mar 22, 2024
Computer Vision Architectures
ImageNet, Revolution of depth, Classical classifiers architectures
Mar 21, 2024
Clustering
Clustering methods and associated metrics
Mar 21, 2024
Transfer Learning
Motivation, Principle, Types of TL, Weights unfreezing, Pre-training datasets, SoTA
Mar 20, 2024
Disminucion de dimensiones
Principal Component Analysis, Independant Component Analysis, t-SNE, UMAP,...
Mar 20, 2024