Statiscial analysys and machine learning on the mnist dataset, for the pattern recognition course:
| Algorithm | R Package | Function(s) |
|---|---|---|
| (regularized) Multinomial Logit | nnet,glmnet | multinom, glmnet, cv.glmnet |
| Support Vector Machine | e1071 | svm |
| Neural Networks | nnet | nnet |
| Parameter Tuning | e1071 | tune.svm, tune.nnet |
. . .
Course page: http://www.cs.uu.nl/docs/vakken/mpr/computer-labR.php