Schools

PhD Course: Introduction to Machine Learning

by Bryan Zaldivar (CSIC IFIC)

Europe/Madrid
1001-Primera-1-1-1 - Paterna. Seminario (Universe)

1001-Primera-1-1-1 - Paterna. Seminario

Universe

60
Description

This course will be mostly blackboard-based, focusing on the statistical foundations of Machine Learning. Many numerical examples will be given in python notebooks, for the sake of illustration and further usefulness to the attendees, and two hands-on sessions are conceived. The required background to make the most of these lectures is, on the one hand, a good level of linear algebra, as well as familiarity with concepts of statistics (probability distributions, likelihood, Bayes theorem, etc)

Preliminary outline (it may change a little):

lecture 1: review of ML + summary of statistics 

lecture 2: regression and overfitting control

lecture 3: bayesian learning

lecture 4: classification

lecture 5 (hands-on session): classification

lecture 6: neural networks

lecture 7 (hands-on session): neural nets

lecture 8: non-parametric methods

lecture 9: gaussian processes

lecture 10: unsupervised learning


Timetable:

Lecture 1:          May 2nd (Tue), 15:00-17:00
Lectures 2 & 3: May 3rd (Wed)  11:00-13:00 & 15:00-17:00
Lectures 4 & 5: May 4th (Thu),  11:00-13:00 & 15:00-17:00
Lecture 6:          May 5th (Fri),    15:00-17:00
Lectures 7 & 8: May 8th (Mon), 11:00-13:00 & 15:00-17:00
Lecture 9:          May 9th (Tue),  15:00-17:00
Lecture 10:        May 10th(Wed),  11:00-13:00

Organized by

Bryan Zaldívar

Registration
Participants
Participants
  • Adrián Terrones Aragón
  • Alfonso Lazo Pedrajas
  • Androniki Dimitriou
  • Andrés Rentería
  • Arnau Bas i Beneito
  • Aurelio Amerio
  • Azmat Rustam
  • Clara Carrión Martínez
  • Dominic Agius
  • Enrique Valiente Moreno
  • Fabian Kellerer
  • Fernando Alvarez
  • Francisco Torrens Zaragozá
  • Hamza Amar Es-sghir
  • Javier Pérez Curbelo
  • Jordi Capó
  • José Joaquín Pérez Grau
  • Julian Andres Sanchez Muñoz
  • Julio Ureña
  • Lucía Sánchez Blázquez
  • Marco Cusinato
  • Marcos Martinez
  • Maria Lorenzo Domínguez
  • Mario Roberto Coto Antunez
  • Miguel Rebollo de Miguel
  • Mirald Tuzi
  • Mireia Simeó Vinaixa
  • NAFIS REZWAN KHAN CHOWDHURY
  • Natia Porchkhidze
  • Oscar Monllor
  • Pablo Martínez Miravé
  • Pablo Martínez-Agulló
  • Pablo Muñoz Candela
  • Rafael Gomez Lurbe
  • Sergio de la Cruz
  • Sergio Jaimes Elles
  • Víctor Vegas Luque
  • Álvaro Anreus Valero
Bryan Zaldívar