/CSCI5525_hw2

Primary LanguagePython

CSCI5525_hw2

Packages used

  • os, sys, time, math
  • argparse
  • numpy
  • matplotlib.pyplot

Datasets

  • MNIST-13.csv: 2000 x 784, 2 classes (1 & 3)

Run the command for problem 1:

The function myDualSVM(filename, C) has 2 inputs as described in assignment.
The list of C ([0.01, 0.1, 1, 10, 100]) is hard coded in main().

python3 myDualSVM.py MNIST-13.csv

The myDualSVM.py outputs result to myDualSVM_result.csv.

Run the command for problem 2:

THe function myPegasos(filename, k, numruns) and mySoftplus(filename, k, numruns) both have 3 inputs as described in assignment.
The list of k ([1, 20, 200, 1000, 2000]) is hard coded in main().

python3 myPegasos.py MNIST-13.csv 5

The myPegasos.py outputs result to myPegasos_result.csv. And save plots in img/batch_myPegasos.png

python3 mySoftplus.py MNIST-13.csv 5

The mySoftplus.py outputs result to mySoftplus_result.csv. And save plots in img/batch_mySoftplus.png