Conway Game Of Life algorithm in a Python Notebook
 
 
Convex Hull Problem in a Python Notebook
 
 
Traveling Salesperson Problem Algorithm in a Python Notebook
 
 
scrubadub - anonymize text and replace names, urls, etc with tags
 
 
PrettyPandas - render Pandas dataframe to nice readable table with currency, percent, etc.
 
 
segtok - tokenize text to setences and words for european languages
 
 
Using Word2Vec for sentiment Analysis
Descriptive example for NLP technic Word2Vec
 
 
Alternate label encoders for scikit-learn
Let's try: Ordinal, One-Hot, Binary, Helmert Contrast, Sum Contrast, Polynomial Contrast, Backward Difference Contrast, Hashing
 
 
XGBoost tutorial in Python
Understand how we can use XGBoost with Python

and configure: http://machinelearningmastery.com/configure-gradient-boosting-algorithm/
and Tune Learning rate: http://machinelearningmastery.com/tune-learning-rate-for-gradient-boosting-with-xgboost-in-python/
and with AWS: http://machinelearningmastery.com/train-xgboost-models-cloud-amazon-web-services/
 
 
Dask — Distributed Machine Learning in Python
Distributed scikit-learn
 
 
Tensorflow: Tutorial de Martin Gorner
 
 
Wendelin - Hadoop alternative in Python
 
 
9 popular ways to perform Data Visualization in Python
 
 
How to submit a package to PyPI
Very clear and simple tutorial to create and submit a PyPI package
 
 
Deploying Python projects with Docker
Look at the Dockerfile to understand deployment strategy
 
 
Some nice ML-libraries in python
XGBoost, Sofia-ML, Vowpal Wabbit
 
 
Detecting text language with python and NLTK
 
 
Categorizing text with n-gram (python)
 
 
Pygal — Python simple charting
A lot of charts for iPython ! Maps, line, pie
 
 
Google doc like for Machine Learning in Python
Write a doc, with code and dataviz in Python!