code-collection

Data science code samples & ML experiments that could be useful for code re-use

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Python Visualization Examples

Seaborn & 3d Graphic Samples: https://github.com/aurelius9/code-collection/blob/master/Seaborn.ipynb

Computer Vision

1 Layer Convolution Using NumPy: https://github.com/aurelius9/code-collection/blob/master/1%20Layer%20Convolution.ipynb

End to End Convolutional Neural Network using NumPy: https://github.com/aurelius9/code-collection/blob/master/GlobalNewsNetwork_Classifier.py

Base Keras CNN for Kaggle Cancer Competition: https://github.com/aurelius9/code-collection/blob/master/Kaggle%20CNN%20Cancer%20Benchmark%2095%25%20accuracy.ipynb

Transfer Learning using VGG16 & Keras: https://github.com/aurelius9/code-collection/blob/master/Transfer%20Learning%20-%20VGG.ipynb

XGBoost Package

PlayerUnknownBattleGrounds Experiment: https://github.com/aurelius9/code-collection/blob/master/PUBG.ipynb

WSDM Music Experiment: https://github.com/aurelius9/code-collection/blob/master/WSDM-XGB.ipynb

Benchmark Solutions Experiment: https://github.com/aurelius9/code-collection/blob/master/Benchmark%20Solutions.ipynb

spaCy Package

Custom Text Categorerizer & Entity Recognition Tutorial: https://github.com/aurelius9/code-collection/blob/master/A%20spaCy%20Odyssey.ipynb

Azure Examples

AzureMachineLearningService Basic Experiment: https://github.com/aurelius9/code-collection/blob/master/Azure%20Machine%20Learning%20Example.ipynb