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:
- 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
- A quick reference: https://github.com/nschneid/unix-text-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
- Approximate Statistical Tests for Comparing Supervised Classification Learning Algorithms
Loss Minimization
- MERT and variants:
- MIRA:
- Parsing:
- Ranking
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
Empty.
Useful Links
Topic revision: r3 - 07 May 2015 - 18:57:24 - Main.nschneid