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awesome-machine-learning

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

benchm-ml

build-model-from-scratch

Python code and notebooks for basic machine learning algorithms from scratch

kaggle-homesite-quote-conversion

Summary of 31st solution

kaggle-liberty-mutual-competition

Python code for 17th solution

kaggle-prudential-life-insurance-assesment

My solution and ideas to start & finish a kaggle competition in a week

kaggle-stumbleupon2013

My entry to the Kaggle 2013 StumbleUpon competition. Ranked 4th on the final private leaderboard.

kaggle-taxi-ii

Kaggle contest ECML/PKDD 15: Taxi Trip Time Prediction (II)

kaggle-taxi-travel-time-prediction

My solution using a specially designed Scalable Random Forest Model

kaggle-tradeshift-winning-solution

This is the 1st place solution of a kaggle machine contest: Tradeshift Text Classification. http://www.kaggle.com/c/tradeshift-text-classification

kaggle_taxi_trajectory

Kaggle EMCL/PKDD 15: Taxi Trajectory and Trip Time

kaggle_walmart-recruiting-store-sales-forecasting

R code for Kaggle's Walmart Recruiting - Store Sales Forecasting

metrics

Machine learning evaluation metrics, implemented in Python, R, Haskell, and MATLAB / Octave

mlia-examples

Python and R Examples

parallel_ml_tutorial

Tutorial on scikit-learn and IPython for parallel machine learning

pattern_classification

A collection of tutorials and examples for solving and understanding machine learning and pattern classification tasks

py_ml_utils

Some small utility modules to help with pandas, numpy and sklearn usage in other projects

pydata-nyc-2014

Pydata NYC 2014 Scikit Learn Tutorial

pyensemble

An implementation of Caruana et al's Ensemble Selection algorithm in Python, based on scikit-learn

sklearn-compiledtrees

Compiled Decision Trees for scikit-learn

titanic

My solution to the Kaggle Titanic competition. Achieving accuracy score of (0.77512). Note: running the code may last hours, it took around 2 hours of execution on my macbook pro 2.3Ghz 8 cores machine.

unbalanceddataset

Python module to perform under sampling and over sampling with various techniques.

vowpal_wabbit

Vowpal Wabbit is a machine learning system which pushes the frontier of machine learning with techniques such as online, hashing, allreduce, reductions, learning2search, active, and interactive learning.