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softml: Semi-supervised learning

Work in progress. More details later.

How to run an experiment

cd python
python run.py

This will run the default experiment (../experiments/default.yaml).

You can use another YAML file as a parameter:

python run.py ../experiments/svn_rbf.yaml

Feel free to check out the ../experiments directory to see how to define a YAML file with experiment settings.

Project structure

  • data: for data files used in the experiments. Some of them are available from UCL Machine Learning Repository and were not redistributed here.

  • experiments: files that define experiment parameters (what dataset is used, what algorithm etc.) This should help to reproduce the results for each experiment.

  • experiments/results: automatically generated files that contain a result of each experiment. File names are generated automatically as well: file name of the initial experiment and a time stamp.

  • python: my Python code to run the experiments. Under construction.

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