 | Study programme 2025-2026 | Français | |
| Analyse des données | |||
Learning Activity |
| Code | Lecturer(s) | Associate Lecturer(s) | Subsitute Lecturer(s) et other(s) | Establishment |
|---|---|---|---|---|
| I-MARO-033 |
|
|
| Language of instruction | Language of assessment | HT(*) | HTPE(*) | HTPS(*) | HR(*) | HD(*) | Term |
|---|---|---|---|---|---|---|---|
| Français | Français | 6 | 6 | 0 | 0 | 0 | Q1 |
Content of Learning Activity
- dimensionality reduction techniques such as principal components analysis and singular value decomposition
- classical models of statistical data analysis (analysis of variance, multiple linear regression)
Required Learning Resources/Tools
Slides and notes for practical sessions
Recommended Learning Resources/Tools
Not applicable
Other Recommended Reading
R.O.Duda, P.E.Hart, D.G.Stork. "Pattern Classification". John Wiley and Sons, 2000.
Bishop, Christopher M. Pattern recognition and machine learning. springer, 2006.
R.E.Walpole, R.H.Myers, S.L.Myers, K.Ye, "Probability and Statistics for Engineers and Scientists", Prentice Hall, 2012
K P Murphy. Machine learning: a probabilistic perspective. MIT press, 2012.
Mode of delivery
- Face-to-face
Type of Teaching Activity/Activities
- Cours magistraux
- Travaux pratiques
- Projet sur ordinateur
Evaluations
The assessment methods of the Learning Activity (AA) are specified in the course description of the corresponding Educational Component (UE)
Location of learning activity
- Université de Mons - Mons
Location of assessment
- Université de Mons - Mons