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GaTech CS 4641 Machine Learning

Project 2. Randomized Optimization

Student Name: HU Heng

GT ID: 903478698

Files:

folder data contains following files:

  • adult.data: training data for adult dataset
  • adult.test: test data for adult dataset

folder out contains output files, the files are in csv format.

folder report contains the .tex file for the report.

folder plot contains .jpg figures.

folder problems contains java file for three self defined problems.

randomized.py is for training neural networks

plot.py is for ploting figures


Requirements:

  • make sure the python version is 3.6
  • make sure mlrose, numpy, pandas and matplotlib are installed

Run:

# For part 1
python3 ./randomized.py  <algorithm> # random_hill_climb OR simulated_annealing OR genetic_alg
/* For part 2
* install ABAGAIL
* copy .java files folder to /opt/mytest
* ant to build the project
*/
java -cp ABAGAIL.jar mytest.<Classname> // run the test

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