/Single_vs_Ensemble_of_NNs

Should we always go deeper? Study on Ensemble Learning as an alternative to going deeper in Deep Learning showing interesting results

Primary LanguagePython

Single vs Ensemble

Training ensembles of deep learning models to understand their advantages in terms of performance.
Looking for more efficient distribution of training/computational budgets.

Folders

  • scripts
  • results
  • datasets

Files

  • main.py Run the entire training and testing for all the models defined
  • read_logs.py Text to Pandas Dataframe to plot the logs of the training
  • results.py Class Results to store the results in Dicts during training
  • train.py
  • train_ensemble.py
  • test.py Measure the performance of all the models in the test set