├── .gitignore ├── 0. Setup of Libraries and Version Numbers.ipynb ├── 0.5. Machine Learning - Motivation.ipynb ├── 1. Scikit Learn - Introduction.ipynb ├── 2. Scikit Learn - Datasets.ipynb ├── 3. Scikit Learn - Supervised Learning.ipynb ├── 4. Scikit Learn - Unsupervised Learning.ipynb ├── 5. Scikit Learn - Parameter Search.ipynb ├── 6. Scikit Learn - Model Selection.ipynb ├── 7. Scikit Learn - Pipeline.ipynb ├── 8. Scikit Learn - Deployment.ipynb ├── 9. Pointers to Other Tutorials.ipynb ├── Language Detector.ipynb ├── README.md ├── data ├── SMSSpamCollection ├── churn.csv ├── nyt_title_data.csv └── text │ ├── ar.txt │ ├── cn.txt │ ├── de.txt │ ├── en.txt │ ├── es.txt │ ├── fr.txt │ ├── ru.txt │ └── tr.txt └── load.py /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bugra/pydata-nyc-2014/HEAD/.gitignore -------------------------------------------------------------------------------- /0. Setup of Libraries and Version Numbers.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bugra/pydata-nyc-2014/HEAD/0. Setup of Libraries and Version Numbers.ipynb -------------------------------------------------------------------------------- /0.5. Machine Learning - Motivation.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bugra/pydata-nyc-2014/HEAD/0.5. Machine Learning - Motivation.ipynb -------------------------------------------------------------------------------- /1. Scikit Learn - Introduction.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bugra/pydata-nyc-2014/HEAD/1. Scikit Learn - Introduction.ipynb -------------------------------------------------------------------------------- /2. Scikit Learn - Datasets.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bugra/pydata-nyc-2014/HEAD/2. Scikit Learn - Datasets.ipynb -------------------------------------------------------------------------------- /3. Scikit Learn - Supervised Learning.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bugra/pydata-nyc-2014/HEAD/3. Scikit Learn - Supervised Learning.ipynb -------------------------------------------------------------------------------- /4. Scikit Learn - Unsupervised Learning.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bugra/pydata-nyc-2014/HEAD/4. Scikit Learn - Unsupervised Learning.ipynb -------------------------------------------------------------------------------- /5. Scikit Learn - Parameter Search.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bugra/pydata-nyc-2014/HEAD/5. Scikit Learn - Parameter Search.ipynb -------------------------------------------------------------------------------- /6. Scikit Learn - Model Selection.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bugra/pydata-nyc-2014/HEAD/6. Scikit Learn - Model Selection.ipynb -------------------------------------------------------------------------------- /7. Scikit Learn - Pipeline.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bugra/pydata-nyc-2014/HEAD/7. Scikit Learn - Pipeline.ipynb -------------------------------------------------------------------------------- /8. Scikit Learn - Deployment.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bugra/pydata-nyc-2014/HEAD/8. Scikit Learn - Deployment.ipynb -------------------------------------------------------------------------------- /9. Pointers to Other Tutorials.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bugra/pydata-nyc-2014/HEAD/9. Pointers to Other Tutorials.ipynb -------------------------------------------------------------------------------- /Language Detector.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bugra/pydata-nyc-2014/HEAD/Language Detector.ipynb -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bugra/pydata-nyc-2014/HEAD/README.md -------------------------------------------------------------------------------- /data/SMSSpamCollection: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bugra/pydata-nyc-2014/HEAD/data/SMSSpamCollection -------------------------------------------------------------------------------- /data/churn.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bugra/pydata-nyc-2014/HEAD/data/churn.csv -------------------------------------------------------------------------------- /data/nyt_title_data.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bugra/pydata-nyc-2014/HEAD/data/nyt_title_data.csv -------------------------------------------------------------------------------- /data/text/ar.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bugra/pydata-nyc-2014/HEAD/data/text/ar.txt -------------------------------------------------------------------------------- /data/text/cn.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bugra/pydata-nyc-2014/HEAD/data/text/cn.txt -------------------------------------------------------------------------------- /data/text/de.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bugra/pydata-nyc-2014/HEAD/data/text/de.txt -------------------------------------------------------------------------------- /data/text/en.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bugra/pydata-nyc-2014/HEAD/data/text/en.txt -------------------------------------------------------------------------------- /data/text/es.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bugra/pydata-nyc-2014/HEAD/data/text/es.txt -------------------------------------------------------------------------------- /data/text/fr.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bugra/pydata-nyc-2014/HEAD/data/text/fr.txt -------------------------------------------------------------------------------- /data/text/ru.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bugra/pydata-nyc-2014/HEAD/data/text/ru.txt -------------------------------------------------------------------------------- /data/text/tr.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bugra/pydata-nyc-2014/HEAD/data/text/tr.txt -------------------------------------------------------------------------------- /load.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bugra/pydata-nyc-2014/HEAD/load.py --------------------------------------------------------------------------------