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hitchhikers-guide

The Hitchhiker's Guide to Data Science for Social Good

lightgbm

A fast, distributed, high performance gradient boosting (GBDT, GBRT, GBM or MART) framework based on decision tree algorithms, used for ranking, classification and many other machine learning tasks. It is under the umbrella of the DMTK(http://github.com/microsoft/dmtk) project of Microsoft.

lightml.jl

Minimal and clean examples of machine learning algorithms implemented in Julia

lisa

Library of scheduling algorithms

machinelearninginaction

Source Code for the book: Machine Learning in Action published by Manning

matplotlib

matplotlib: plotting with Python

mfpytools

A collection of python scripts for working with MODFLOW models

ml_for_hackers

Code accompanying the book "Machine Learning for Hackers"

modflow2netcdf

neural-bipartite-matching

nlu_sim

all kinds of baseline models for sentence similarity

nndl.github.io

《神经网络与深度学习》 Neural Network and Deep Learning

no_fit_polygon

2d irregula packing SVGNesting

nphard

Combinatorial Optimization with Graph Convolutional Networks and Guided Tree Search

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 ;)

psims

pyhspf

Python extensions to the Hydrological Simulation Program in Fortran (HSPF), including classes for gathering input data, building input files, performing simulations, postprocessing results, calibrating hydrology process parameters, and forecasting climate and land use change effects on water resources

pymake

Python package for compiling MODFLOW

pythondatasciencehandbook

Python Data Science Handbook: full text in Jupyter Notebooks

python_data_structures_and_algorithms

Python 中文数据结构和算法教程

pytorch-beginner

pytorch tutorial for beginners

pytorchzerotoall

Simple PyTorch Tutorials Zero to ALL!

reformer-pytorch

Reformer, the efficient Transformer, in Pytorch

shareoi

算法竞赛课件分享

shiny-examples

sklearn_tutorial

Materials for my scikit-learn tutorial

soilgrids250m

Global spatial predictions of soil properties and classes at 250 m resolution

startbootstrap-freelancer

A one page HTML theme for freelancers created by Start Bootstrap

takehomedatachallenges

My solution to the book <A collection of Data Science Take-home Challenges>

tensorflow-tutorial

Example TensorFlow codes and Caicloud TensorFlow as a Service dev environment.