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2014

Official content for the Fall 2014 Harvard CS109 Data Science course

awesome-machine-learning

A curated list of awesome Machine Learning frameworks, libraries and software.

brightwork

This workshop was given as an introduction to using python for scientific and other data intensive purposes. The examples are related to bench top laboratory data analysis. The speaker is Shane Neeley, a bioengineering masters student at Rice University and it was hosted by Brightwork CoResearch, an independent research and entrepreneurship facility in Houston, Texas.

content

Official content for Harvard CS109

convnet

A GPU implementation of Convolutional Neural Nets in C++

cookbook-code

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

ctci

Cracking the Coding Interview

deeplearningtutorials

Deep Learning Tutorial notes and code. See the wiki for more info.

dsift-python

Dense sift (Dsift) feature extraction using python and numpy.

ipython

Official repository for IPython itself. Other repos in the IPython organization contain things like the website, documentation builds, etc.

kaggle-2014-criteo

leetcode-py

And they say Python is slow...

leetcode_jm

libsvm

mahotas

Computer Vision in Python

minibook-code

Recipes of the IPython Minibook

nupic

Numenta Platform for Intelligent Computing: a brain-inspired machine intelligence platform, and biologically accurate neural network based on cortical learning algorithms.

nyc-taxi-tip-predictor

A case study for predicting the tips in the New York City taxis

pcv

Open source Python module for computer vision

plex

Github project for continued development of PLEX wordspotting.

programming-collective-intelligence-code

Examples from Programming Collective Intelligence

pydata-book

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

pylearn2

A Machine Learning library based on Theano

pyvision

A simple, concise, and Pythonic computer vision toolkit.

random_square

sarcasm_detector

Sarcasm detector

scipy-intro

Introdução à computação científica com Python (em pt_BR)

scipy-lecture-notes

Tutorial material on the scientific Python ecosystem

scipy-tutorial-2014

Tutorial on reproducible research practices at SciPy 2014

scipy4cv

Tutorial: SciPy and OpenCV as an interactive computing environment for computer vision