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Support Vector Machines

  • Support Vector Machines (SVMs) with Linear Kernel
  • Stochastic Gradient Descent (SGD)

Requirements

$ pip install matplotlib numpy scikit-learn
$ pip install "torch>=0.4.0"

Example

python main.py --c 0.01 --batchsize 1
Hard margin
c = 0, batchsize = 1
Soft margin
c = 0.01, batchsize = 1

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Linear SVM with PyTorch

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  • Python 100.0%