My kaggle repo

This is going to grow big.

Competitions

• Titanic: Predict survival on the Titanic and get familiar with ML basics (Titanic: Machine Learning from Disaster)
• Nuclei: Find the nuclei in divergent images to advance medical discovery (2018 Data Science Bowl)

Setup and usage

• use pipenv in project dirs
• for keras and h5py make sure you have libhdf5 installed: sudo apt-get install libhdf5-dev
• create new competition folder structure by create_new_competition.sh.
• use kaggle API to manage data and submissions:

  cd titanic
  kaggle competitions list -s titanic  # get info about competition
  kaggle competitions files -c titanic  # list data files
  kaggle competitions download -p data -c titanic  # download files
  kaggle competitions submit -f results/result.csv -m "My message"  -c titanic

• export jupyter notebooks to python script:
  • jupyter nbconvert --to script [YOUR_NOTEBOOK].ipynb
  • run with ipython [YOUR_NOTEBOOK].py (python doesn't support jupyter cell magic)
• run jupyter notebook from command line:

  jupyterrun [YOUR_NOTEBOOK].ipynb  # custom function: creates temporary .py script and executes it with ipython