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Pip install -upgrade pip pip list # show packages installed within the virtual environment. And to exit the virtual environment later: deactivate # don't exit until you're done using TensorFlow Conda While the TensorFlow provided pip package is recommended, a community-supported Anaconda package is. Python has been installed as $(brew -prefix)/bin/python3 Unversioned symlinks `python`, `python-config`, `pip` etc. Pointing to `python3`, `python3-config`, `pip3` etc., respectively, have been installed into.

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BREW: Python Multiple Classifier System API

Project description

brew: A Multiple Classifier Systems API

This project was started in 2014 by Dayvid Victor and Thyago Porpino
for the Multiple Classifier Systems class at Federal University of Pernambuco.
The aim of this project is to provide an easy API for Ensembling, Stacking,
Blending, Ensemble Generation, Ensemble Pruning, Dynamic Classifier Selection,

Features

  • General: Ensembling, Stacking and Blending.
  • Ensemble Classifier Generators: Bagging, Random Subspace, SMOTE-Bagging, ICS-Bagging, SMOTE-ICS-Bagging.
  • Dynamic Selection: Overall Local Accuracy (OLA), Local Class Accuracy (LCA), Multiple Classifier Behavior (MCB), K-Nearest Oracles Eliminate (KNORA-E), K-Nearest Oracles Union (KNORA-U), A Priori Dynamic Selection, A Posteriori Dynamic Selection, Dynamic Selection KNN (DSKNN).
  • Ensemble Combination Rules: majority vote, min, max, mean and median.
  • Ensemble Diversity Metrics: Entropy Measure E, Kohavi Wolpert Variance, Q Statistics, Correlation Coefficient p, Disagreement Measure, Agreement Measure, Double Fault Measure.
  • Ensemble Pruning: Ensemble Pruning via Individual Contribution (EPIC).

Dependencies

  • Python 2.7+
  • scikit-learn >= 0.15.2
  • Numpy >= 1.6.1
  • SciPy >= 0.9
  • Matplotlib >= 0.99.1 (examples, only)
  • mlxtend (examples, only)

Installing

You can easily install brew using pip:

or, if you prefer an up-to-date version, get it from here:

Important References

  • Kuncheva, Ludmila I. Combining pattern classifiers: methods and algorithms. John Wiley & Sons, 2014.
  • Zhou, Zhi-Hua. Ensemble methods: foundations and algorithms. CRC Press, 2012.
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Documentation

The full documentation is at http://brew.rtfd.org.

Project details


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Instructions for a supported install of Homebrew are on the homepage.

This script installs Homebrew to its preferred prefix (/usr/localfor macOS Intel, /opt/homebrew for Apple Silicon) so thatyou don’t need sudo when youbrew install. It is a careful script; it can be run even if you have stuffinstalled in /usr/local already. It tells you exactly what it will do beforeit does it too. You have to confirm everything it will do before it starts.

macOS Requirements

  • A 64-bit Intel CPU or Apple Silicon CPU 1
  • macOS Mojave (10.14) (or higher) 2
  • Command Line Tools (CLT) for Xcode: xcode-select --install,developer.apple.com/downloads orXcode3
  • A Bourne-compatible shell for installation (e.g. bash or zsh) 4

Git Remote Mirroring

You can set HOMEBREW_BREW_GIT_REMOTE and/or HOMEBREW_CORE_GIT_REMOTE in your shell environment to use geolocalized Git mirrors to speed up Homebrew’s installation with this script and, after installation, brew update.

Iphone store price. The default Git remote will be used if the corresponding environment variable is unset.

Alternative Installs

Linux or Windows 10 Subsystem for Linux

Check out the Homebrew on Linux installation documentation.

Untar anywhere

Just extract (or git clone) Homebrew wherever you want. Just avoid:

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  • Directories with names that contain spaces. Homebrew itself can handle spaces, but many build scripts cannot.
  • /tmp subdirectories because Homebrew gets upset.
  • /sw and /opt/local because build scripts get confused when Homebrew is there instead of Fink or MacPorts, respectively.

However do yourself a favour and install to /usr/local on macOS Intel, /opt/homebrew on macOS ARM,and /home/linuxbrew/.linuxbrew on Linux. Some things maynot build when installed elsewhere. One of the reasons Homebrew justworks relative to the competition is because we recommend installinghere. Pick another prefix at your peril!

Multiple installations

Create a Homebrew installation wherever you extract the tarball. Whichever brew command is called is where the packages will be installed. You can use this as you see fit, e.g. a system set of libs in /usr/local and tweaked formulae for development in ~/homebrew.

Uninstallation

Uninstallation is documented in the FAQ.

1 For 32-bit or PPC support seeTigerbrew.

2 10.14 or higher is recommended. 10.9–10.13 aresupported on a best-effort basis. Com mac. For 10.4-10.6 seeTigerbrew.

3 Most formulae require a compiler. A handfulrequire a full Xcode installation. You can install Xcode, the CLT, or both;Homebrew supports all three configurations. Downloading Xcode may require anApple Developer account on older versions of Mac OS X. Sign up for freehere.

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4 The one-liner installation method found onbrew.sh requires a Bourne-compatible shell (e.g. bash orzsh). Notably, fish, tcsh and csh will not work.