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 viewRepos.sh and launchRepositoryEditors.sh scripts are pretty specific to my directory arrangement and may need tweaking for others' setups.)

Text processing commands:

Other useful commands: screen, longjob, nice

LaTeX & PDFs & Bibliography Management

Bibliograph Management: JabRef,Mendeley Desktop, Zotero, Mendeley vs. Zotero

PDF Annotation: Foxit Reader, Okular

Online Editors: ShareLatex, WriteLatex, ShareLatex vs. WriteLatex

Mark's Beamer Tricks Presentation

LaTeX latexdiff and Siva's notes.

Packages: LaTeX package for Bayes Networks, TikZ package for Dependency graphs

Nathan's Notes

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

ML Toolkits: WEKA, MALLET, NLTK

Libraries: Guava, Apache Commons and the FileUtils class

Neural Networks: Theano, Torch

General

Backup Projects using Git: Siva's Notes

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

  • http://ftp.cs.toronto.edu/pub/gh/MacKay+Peto-1995.pdf D. J. C. MacKay and L. Peto, “A hierarchical Dirichlet language model,” Natural language engineering , vol. 1, no. 3, pp. 1–19, 1995.

Rota

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Useful Links


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Topic revision: r3 - 07 May 2015 - 18:57:24 - Main.nschneid
 
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