PDEEC0049 Machine Learning 2018/19

18782: Machine Learning 2017/18
(offered under the Carnegie Mellon Portugal Program)

Messages:

15/09/2018: Students planning to take the course but not enrolled yet, please email me so I can add you to the mailing list. Thanks!

15/09/2018: Classes start next Thursday, 20th, 9:30, room i304


Grades
Grades

 

Assignments:


Assignment5

Assignment4

Assignment3

Assignment2

Assignment1

 


Project:

List of proposals

 


Additional Reading:


 

Lectures:

13/12/2016

Unsupervised Learning

Class Exercises

 

06/12/2018

Unsupervised Learning

Class Exercises

 

22/11/2018

Introduction to Neural Networks + Class Exercises

15/11/2018

Introduction to Support Vector Machines + Short Intro to Support Vector Machines + lecture Notes in SVM

Class Exercises

 

08/11/2018

Model assessment, selection and Ensemble + Code+ kind Of Solutions

Class Exercises

 

25/10/2018

Classification: non-generative models+Logistic Regression Code

 

11/10/2018+18/10/2018

Bayesian Classifiers, Conditional Independence and Naive Bayes; Non Parametric Density Estimation

Class Exercises (heightWeightData)

 

04/10/2018

Regression Notes

Class Exercises

Data Bishop+regression python code

 

27/09/2018

Python and Machine Learning crash course: Github
Lecturers: Ricardo Cruz and Joao Pinto and Eduardo Meca

 

20/09/2018

Course Presentation

Pattern Recognition Concepts

 

Tentative Calendar