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All Projects → javierhonduco → emoji-prediction

javierhonduco / emoji-prediction

Licence: other
🤓🔮🔬 Emoji prediction from a text using machine learning

Programming Languages

python
139335 projects - #7 most used programming language
shell
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Labels

emojimachine-learningscikit-learn

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emoji-prediction

emoji prediction given a text using machine learning techniques

Usage

You'll need python3 (everything's been developed under Python 3.5.2)

$ git clone [email protected]:javierhonduco/emoji-prediction.git
$ cd emoji-prediction
  • Fetch some tweets
$ cd fetch
$ script/bootstrap # to install everything
$ # fill in fetch/config.py using config_sample.py as a template
$ # you'll need: * a Twitter API token * a Sentry DSN
$ bin/benchmark # just to download tweets and see how many per second can you fetch
  • Do some 🔬
$ cd classify
$ script/bootstrap # to install everything
$ # once the training file is in the folder
$ python3 sk_learn_experiments.py 10000 # use 10.000 tweets. The percentage used for training is defined in the `TRAINING` variable
$ # generate statistics
$ python3 emoji_stats.py

🎉

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