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machine-learning's Introduction

Common Machine Learning Model Implementation from Scratch

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Usage

Use Andconda python, pip and jupyter notebook.
run pip install -r requirements to download all modules that are used in this project.
run python setup.py to make sure that all modules could be imported properly.

The top folder contains implementation of popular machine learning models.

Run main.ipynb.
To walk through machine-learning work flow, e.g., split train&test data, bulid and train the model, cross-validation, tuning parameters, etc.

The sub-directories are well-konwn dataset and problems in machine learning field.

My practice on solving those problems with scikit-learn :shipit:. Run main.ipynb in each subdirectory to see the work flow.

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