Trey Causey treycausey
astrojuanlu
/ pep8magic.py
Last active
April 27, 2017 11:00
IPython cell magic to check for PEP8 using https://pypi.python.org/pypi/pep8
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
| # IPython magic to check for PEP8 compliance. | |
| # Author: Juan Luis Cano <[email protected]> | |
| """IPython magic to check for PEP8 compliance. | |
| To use it, type | |
| ```%load_ext pep8magic``` | |
| and then |
pprett
/ grid_search.py
Created
October 31, 2012 19:42
Parallel grid search for sklearn Gradient Boosting
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
| """Parallel grid search for sklearn's GradientBoosting. | |
| This script uses IPython.parallel to run cross-validated | |
| grid search on an IPython cluster. Each cell on the parameter grid | |
| will be evaluated ``K`` times - results are stored in MongoDB. | |
| The procedure tunes the number of trees ``n_estimators`` by averaging | |
| the staged scores of the GBRT model averaged over all K folds. | |
| You need an IPython ipcluster to connect to - for local use simply |