world:cours:ml2
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world:cours:ml2 [2022/07/26 17:26] rdouc |
world:cours:ml2 [2022/11/13 18:21] rdouc [Program of the course] |
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| ====== Foundation of Machine Learning ====== | ====== Foundation of Machine Learning ====== | ||
| - | {{upload>@current@}} | ||
| ===== Program of the course ===== | ===== Program of the course ===== | ||
| * **Where?** PC 40 | * **Where?** PC 40 | ||
| - | * **When?** Sept 2021-Dec 2021 | + | * **When?** Sept 2022-Dec 2022 |
| + | |||
| ^ PC ^ Doc ^ Additional Links | | | ^ PC ^ Doc ^ Additional Links | | | ||
| | 1 | {{:world:cours:pc1.pdf|PC1}} | [[world:leaveoneout|Leave One Out Cross Validation (LOOCV) and Cook's distance]] | | | | 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]] | | | | 2 | {{:world:cours:pc2.pdf|PC2}} | [[world:max| A useful result on maximisation]] | | | ||
| - | | 3 | {{:world:cours:pc3.pdf|PC3}} | [[world:kkt|KKT]] | | | + | | 3 | {{:world:cours:pc3.pdf|PC3}} | [[world:kkt|KKT]] | | |
| | 4 | {{:world:cours:pc4.pdf|PC4}} | | | | | 4 | {{:world:cours:pc4.pdf|PC4}} | | | | ||
| - | | 5 | Computer session | | | | + | | 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.]] | | | | 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}} | | | + | | 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]] | | | | 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]]. | | | | 9 | {{:world:cours:xgboost.pdf|xgboost}} | Many interesting videos can be found on [[https://statquest.org/video-index/|statquest]]. | | | ||
world/cours/ml2.txt · Last modified: 2023/10/19 09:17 by rdouc
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