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SVM-Perceptron

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This is one of the project assigned to me by Computation Intelligence course.

I was asked to use Perceptron, SVM and new Perceptron (uses kernel) models with specific Flight dataset. I used sklearn models for this purpose and analized the result in detail with visual charts and diagram.

Features

For each model I tested each Hyperparameters to obtain the best value for them in order to increase the overal accuracy.

Used models:

  • Perceptron
  • GridSearchCV
  • RepeatedStratifiedKFold
  • SVC (with 4 different kernel)
  • LinearSVC
  • KerneledPerceptron

KerneledPerceptron

In order to maximize the accuracy of Perceptron model for non-linear datasets I reimplemeted KerneledPerceptron to use kernels like gussian, polynomial and linear.

Contributors

Feel free to share your ideas or any other problems. Pull requests are welcomed.

License

SVM-Perceptron is released under an MIT license. See LICENSE for more information.

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