├── .gitignore ├── LICENSE ├── README.md ├── check_env.ipynb ├── images ├── check_env-1.png ├── check_env-2.png └── download-repo.png ├── intro-to-machine-learning.odp ├── intro-to-machine-learning.pdf ├── notebooks ├── 01 - Data Loading.ipynb ├── 02 - Preprocessing.ipynb ├── 03 - Supervised Learning.ipynb ├── 04 - Linear Models for Regression and Classification.ipynb ├── adult.csv ├── boston_house_prices.csv ├── boston_house_prices.txt └── solutions │ ├── load_boston.py │ ├── scale_boston.py │ ├── text_pipeline.py │ ├── train_adult.py │ └── train_iris.py └── requirements.txt /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/amueller/quick-ml-intro/HEAD/.gitignore -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/amueller/quick-ml-intro/HEAD/LICENSE -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/amueller/quick-ml-intro/HEAD/README.md -------------------------------------------------------------------------------- /check_env.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/amueller/quick-ml-intro/HEAD/check_env.ipynb -------------------------------------------------------------------------------- /images/check_env-1.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/amueller/quick-ml-intro/HEAD/images/check_env-1.png -------------------------------------------------------------------------------- /images/check_env-2.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/amueller/quick-ml-intro/HEAD/images/check_env-2.png -------------------------------------------------------------------------------- /images/download-repo.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/amueller/quick-ml-intro/HEAD/images/download-repo.png -------------------------------------------------------------------------------- /intro-to-machine-learning.odp: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/amueller/quick-ml-intro/HEAD/intro-to-machine-learning.odp -------------------------------------------------------------------------------- /intro-to-machine-learning.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/amueller/quick-ml-intro/HEAD/intro-to-machine-learning.pdf -------------------------------------------------------------------------------- /notebooks/01 - 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