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Tools | Papers Reccomendations | Useful Links

Tools for Research

Unix Tools

The screen command. Cheatsheet, John's screen resources (John says: Note that the screen configuration files are named .screenrc and .screenrc.gen, and so you have to explicitly look for dotfiles to see them. The and scripts are pretty specific to my directory arrangement and may need tweaking for others' setups.)

Unix for Poets by Ken Church is a nice guide to using the unix tool set: tr,grep,sort,uniq,wc,rev,sed,awk,shuf,cat,tac,tail,cut,paste,etc.

Basic stuff but super useful


LaTeX & PDFs & Bibliography Management

JabRef - bibliography management

Okular - pdf highlighting

Mark's Beamer Tricks Presentation

LaTeX latexdiff and Siva's notes.

LaTeX package for Bayes Networks

Research organization

Jason Eisner's advice

Ali's page

Large-Scale Computation

A (very) short introduction Hadoop

Eddie notes from Des' webpage

Machine learning & Coding libraries




Apache Commons and the FileUtils class

Paper Recommendations

Please add papers you consider appropriate for ML-for-NLP. Please also add thematic categories that are not covered.

Statistical Significance Testing
Loss Minimization

Bayesian Methods

Topic Models

Sampling Methods

Dynamical Systems

Information Theory

Variational Methods
Probabilistic Generative Models
Graphical Models
Deep learning and Energy Based Models
Language Modeling

  • D. J. C. MacKay and L. Peto, “A hierarchical Dirichlet language model,” Natural language engineering , vol. 1, no. 3, pp. 1–19, 1995.



Useful Links

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Topic revision: r1 - 15 Sep 2014 - 17:24:11 - Main.s1231888
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