Classification of Hyperspectral Images using Machine Learning

Gabriel Dauphin

Virtual Desktop


Course 1

An introduction to hyperspectral images.

To do:

A.1 Please fill your name in Lecture Attendance

a. Open a webbrowser and paste

b. Add a new line to the first table by clicking the mouse with the right button

A.2 If you are volunteering to be a close contact and to share with me your personal Whatsapp phone number, please fill the first table of Lecture Attendance

A.3 Complete Progress below line 13

On the first column, you should add your name with

A.4 assignment1.pdf is to be done before Wednesday 13h. The precise work to be done depends on Progress.

A.5 content1.pdf and content1.htm could be useful to do the assignment. Access to content in content1.htm is granted

only if you give your true IP address by email at This IP address can be found with

Example of answers: project0a.pdf, reviewer0a.pdf, (built using project0a.tex and bib.bib, note that Word or any other software could be used.)

Example of Wikipedia page on the Hyperion Earth observation satelliteEarth_Observing-1.pdf

Course 2

An introduction to Machine Learning.assignment2.pdf content2.pdf content2.htm

Matlab Tutorial matlab.htm

Course 3

Data splitting for binary classification.assignment3.pdf content3.pdf content3.htm lecture3.docx

Course 4

ROC curves and linear classifiers for binary classifications assignment4.pdf content4.pdf content4.htm lecture4.txt

Course 5

Loss functions in the binary classification context

Extending linear classification to the multiclass context assignment5.pdf content5.pdf content5.htm lecture5.txt

Course 6

Extending splitting to the multiclass context

Training decision trees assignment6.pdf content6.pdf content6.htm lecture6.txt

Course 7

Building new features to be used by linear classifiers

K Nearest Neighbor Algorithm

Using a validation data set to address the overfitting issue assignment7.pdf content7.pdf content7.htm specialX.png specialY.png lecture7.txt

Course 8

Ensemble classifiers assignment8.pdf content8.pdf content8.htm lecture8.txt



Virtual Desktop


Lecture Attendance




Virtual Board

Dictionary (English-Chinese)

Folder for Assignment1 (signing in seems to be required to upload documents)

Folder for Assignment2

Folder for Assignment3

Folder for Assignment4

Folder for Assignment5

Folder for Assignment6

Folder for Assignment7

Folder for Assignment8