├── .gitignore ├── Chapter 1 - Introduction to Scikit-learn.ipynb ├── Chapter 2 - Unsupervised Transformers.ipynb ├── Chapter 3 - Cross-validation.ipynb ├── Chapter 4 - Grid Searches for Hyper Parameters.ipynb ├── Chapter 5 - Preprocessing and Pipelines.ipynb ├── Chapter 6 - Working With Text Data.ipynb ├── LICENSE ├── machine-learning-with-scikit-learn-strata-2015.odp ├── machine-learning-with-scikit-learn-strata-2015.pdf ├── test_with_solutions.csv └── train.csv /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/amueller/pydata-strata-2015/HEAD/.gitignore -------------------------------------------------------------------------------- /Chapter 1 - Introduction to Scikit-learn.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/amueller/pydata-strata-2015/HEAD/Chapter 1 - Introduction to Scikit-learn.ipynb -------------------------------------------------------------------------------- /Chapter 2 - Unsupervised Transformers.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/amueller/pydata-strata-2015/HEAD/Chapter 2 - Unsupervised Transformers.ipynb -------------------------------------------------------------------------------- /Chapter 3 - Cross-validation.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/amueller/pydata-strata-2015/HEAD/Chapter 3 - Cross-validation.ipynb -------------------------------------------------------------------------------- /Chapter 4 - Grid Searches for Hyper Parameters.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/amueller/pydata-strata-2015/HEAD/Chapter 4 - Grid Searches for Hyper Parameters.ipynb -------------------------------------------------------------------------------- /Chapter 5 - Preprocessing and Pipelines.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/amueller/pydata-strata-2015/HEAD/Chapter 5 - Preprocessing and Pipelines.ipynb -------------------------------------------------------------------------------- /Chapter 6 - Working With Text Data.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/amueller/pydata-strata-2015/HEAD/Chapter 6 - Working With Text Data.ipynb -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/amueller/pydata-strata-2015/HEAD/LICENSE -------------------------------------------------------------------------------- /machine-learning-with-scikit-learn-strata-2015.odp: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/amueller/pydata-strata-2015/HEAD/machine-learning-with-scikit-learn-strata-2015.odp -------------------------------------------------------------------------------- /machine-learning-with-scikit-learn-strata-2015.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/amueller/pydata-strata-2015/HEAD/machine-learning-with-scikit-learn-strata-2015.pdf -------------------------------------------------------------------------------- /test_with_solutions.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/amueller/pydata-strata-2015/HEAD/test_with_solutions.csv -------------------------------------------------------------------------------- /train.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/amueller/pydata-strata-2015/HEAD/train.csv --------------------------------------------------------------------------------