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Read and process CIFAR10 dataset, implement SVM and Softmax classifiers, train , and also tune up hyper parameters.

Python 100.00%
cifar10 image-processing softmax-classifier svm-classifier

svm-softmax-classifier-cifar10-dataset's Introduction

SVM-Softmax-Classifier-CIFAR10-dataset

Required libraries

  • Numpy
  • scipy
  • Keras
  • matplotlib

Running the program

python runSvmSoftmax.py

SVM

SVM1 SVM2 SVM3
Best validation accuracy: 39.7
Best Model parameter, lr = 6e-07, reg = 18000
Training acc: 37.5938%
Validating acc: 39.7%
Testing acc: 36.76%

Softmax

Softmax1 Softmax2

Best validation accuracy: 38.1
Best Model parameter, lr = 8e-07, reg = 12000
Training acc: 37.86938775510204%
Validating acc: 38.1%
Testing acc: 36.68%

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