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maizifang's Projects

2015 icon 2015

Public material for CS109

article-resources icon article-resources

A repository for the source code, notebooks, data, files, and other assets used in the data science and machine learning articles on LearnDataSci

bda icon bda

For the course Big Data Analytics

causaltree icon causaltree

Working repository for Causal Tree and extensions

dtm icon dtm

Dynamic Topic Model (based upon code released by David Blei at http://www.cs.princeton.edu/~blei/topicmodeling.html)

econml icon econml

ALICE (Automated Learning and Intelligence for Causation and Economics) is a Microsoft Research project aimed at applying Artificial Intelligence concepts to economic decision making. One of its goals is to build a toolkit that combines state-of-the-art machine learning techniques with econometrics in order to bring automation to complex causal inference problems. To date, the ALICE Python SDK (econml) implements orthogonal machine learning algorithms such as the double machine learning work of Chernozhukov et al. This toolkit is designed to measure the causal effect of some treatment variable(s) t on an outcome variable y, controlling for a set of features x.

extract10k icon extract10k

Extracting text from the 10-K filings on SEC's EDGAR

exude icon exude

Simple java library to filter the stopping,stemming words from input data or file and link

google-ngrams icon google-ngrams

Python scripts for retrieving CSV data from the Google Ngram Viewer and plotting it in XKCD style. The Python script for retrieving ngram data was originally modified from the script at www.culturomics.org.

grf icon grf

Generalized Random Forests

hdp icon hdp

Hierarchical Dirichlet processes. Topic models where the data determine the number of topics. This implements Gibbs sampling.

hlda icon hlda

This implements hierarchical latent Dirichlet allocation, a topic model that finds a hierarchy of topics. The structure of the hierarchy is determined by the data.

iepy icon iepy

Information Extraction in Python

information-retrieval icon information-retrieval

This repository contains solution codes for the assignments given in the course Information Retrieval(CS60092) at IIT Kharagpur

insight icon insight

Using Python and Open Source for Collaborative Data Exploration

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