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aima-python

Python implementation of algorithms from Russell And Norvig's "Artificial Intelligence - A Modern Approach"

algorithms_in_ipython_notebooks

A repository with IPython notebooks of algorithms implemented in Python.

bayesmadesimple

Code for a tutorial on Bayesian Statistics by Allen Downey.

bokeh-notebooks

Interactive Web Plotting with Bokeh in IPython notebook

compstats

Code for a workshop on statistical interference using computational methods in Python.

cookbook-code

Recipes of the IPython Cookbook, the definitive guide to high-performance scientific computing and data science in Python

courses

data-analysis

A collection of examples from the domain of data analysis. Many examples follow work presented by P.K. Janert in the text Data Analysis.

data-wrangling

dataexploration

Supporting code for a video series on best practices for exploratory data analysis.

datascience

Code for Data Science at Olin College, Spring 2014.

datasciencecoursera

datasharing

The Leek group guide to data sharing

exploratory_computing_with_python

fecon235

Computational data tools for financial economics. Keywords: Jupyter notebook pandas statistics GDP inflation CPI PCE Fed FRED Ferbus unemployment wage income debt Case-Shiller housing asset portfolio equities SPX bonds TIPS rates currency Eurozone euro yen FX USD EUR JPY XAU gold Brent WTI oil Holt-Winters time-series forecasting econometrics

free-programming-books

ipython-notebooks

A collection of IPython notebooks covering various topics.

learndatascience

Open Content for self-directed learning in data science

lightning-example-notebooks

Example Jupyter notebooks of lightning visualizations

machine-learning-samples

Sample applications built using Amazon Machine Learning.

machine_learning

Python coded examples and documentation of machine learning algorithms.

mining-the-social-web-2nd-edition

The official online compendium for Mining the Social Web, 2nd Edition (O'Reilly, 2013)

ml_for_hackers

Code accompanying the book "Machine Learning for Hackers"

numerical-python-book-code

probabilistic-programming-and-bayesian-methods-for-hackers

aka "Bayesian Methods for Hackers": An introduction to Bayesian methods + probabilistic programming with a computation/understanding-first, mathematics-second point of view. All in pure Python ;)

py4fi

Python for Finance (O'Reilly)

pydata-book

Materials and IPython notebooks for "Python for Data Analysis" by Wes McKinney, published by O'Reilly Media

pymc3_talk

Bayesian Analysis in PyMC3.

python-seminar-2015

Materials & Website for the 2015 eScience Python seminar

python-user-guide

The Official User-Guide to Plotly's Python API