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{{tag>:machine_learning course}}

====== Foundation of Machine Learning ======

===== Program of the course =====

  * **Where?** PC 40 
  * **When?** Sept 2022-Dec 2022
 

^ PC  ^ Doc                                   ^ Additional Links                                                                                                                            |   |
| 1   | {{:world:cours:pc1.pdf|PC1}}          | [[world:leaveoneout|Leave One Out Cross Validation (LOOCV) and Cook's distance]]                                                            |   |
| 2   | {{:world:cours:pc2.pdf|PC2}}          | [[world:max| A useful result on maximisation]]                                                                                              |   |
| 3   |                                      | [[world:kkt|KKT]]                                                                                                                           |   |
| 4   | {{:world:cours:pc4.pdf|PC4}}          |                                                                                                                                             |   |
| 5   | Computer session                      | {{ :world:cours:tpfondmachlearn.pdf }}                                                                                                      |   |
| 6   | {{:world:cours:pc6.pdf|PC6}}          | [[world:partition|A useful result for the consistency of Decision Trees]], [[world:useful-bounds|Max-bounds for the normal distribution.]]  |   |
| 7   | {{:world:cours:pc7.pdf|PC7}}          | {{:world:cours:pc7cor.pdf|Handwritten notes on the solutions of PC7}} [[world:pca|All to be known about pca]]                               |   |
| 8   | {{:world:cours:pc8.pdf|PC8}}          | [[world:logdet|Some properties on the determinant of symmetric positive matrices]]                                                          |   |
| 9   | {{:world:cours:xgboost.pdf|xgboost}}  | Many interesting videos can be found on [[https://statquest.org/video-index/|statquest]].                                                   |   |


===== Contact =====

^ name  ^ email adresses  ^
| Randal Douc  | randal.douc **At**  polytechnique.edu  |

~~DISCUSSION~~