Introduccion
Definitions of Data Mining, Data Science, and content of the class
Mar 30, 2024
Introduccion
Overview of the class, reminders from Machine Learning,…
Mar 30, 2024
Percepton and Gradient Descent
Perceptron, MLP, Composition, and Gradient Descent
Mar 29, 2024
Datos
(Un)structured data, Representation, Normalization, Noise removal,...
Mar 29, 2024
Exploracion de Datos
Basic statistics for data exploration.
Mar 28, 2024
Backpropagation
Backpropagation
Mar 28, 2024
Softmax and Cross-entropy Loss
Softmax, Entropy and Cross-entropy Loss
Mar 27, 2024
Intro Aprendizaje Supervisado
Basics of Machine Learning and supervised learning.
Mar 27, 2024
Intro Aprendizaje Supervisado
Mineria de Datos
Mar 27, 2024
Biases and Fairness
How to avoid making bad models.
Mar 26, 2024