Git Product home page Git Product logo

fengchangfight / multi-class-text-classification-cnn-rnn Goto Github PK

View Code? Open in Web Editor NEW

This project forked from jiegzhan/multi-class-text-classification-cnn-rnn

0.0 2.0 0.0 40.93 MB

Classify Kaggle San Francisco Crime Description into 39 classes. Build the model with CNN, RNN (GRU and LSTM) and Word Embeddings on Tensorflow.

Home Page: https://www.kaggle.com/c/sf-crime/data

License: Apache License 2.0

Python 100.00%

multi-class-text-classification-cnn-rnn's Introduction

Project: Classify Kaggle San Francisco Crime Description

Highlights:

  • This is a multi-class text classification (sentence classification) problem.
  • The goal of this project is to classify Kaggle San Francisco Crime Description into 39 classes.
  • This model was built with CNN, RNN (LSTM and GRU) and Word Embeddings on Tensorflow.

Data: Kaggle San Francisco Crime

  • Input: Descript

  • Output: Category

  • Examples:

    Descript Category
    GRAND THEFT FROM LOCKED AUTO LARCENY/THEFT
    POSSESSION OF NARCOTICS PARAPHERNALIA DRUG/NARCOTIC
    AIDED CASE, MENTAL DISTURBED NON-CRIMINAL
    AGGRAVATED ASSAULT WITH BODILY FORCE ASSAULT
    ATTEMPTED ROBBERY ON THE STREET WITH A GUN ROBBERY

Train:

  • Command: python3 train.py train_data.file train_parameters.json
  • Example: python3 train.py ./data/train.csv.zip ./training_config.json

Predict:

  • Command: python3 predict.py ./trained_results_dir/ new_data.csv
  • Example: python3 predict.py ./trained_results_1478563595/ ./data/small_samples.csv

Reference:

multi-class-text-classification-cnn-rnn's People

Contributors

jiegzhan avatar prabh-me avatar rickyhan avatar gustavomr avatar

Watchers

James Cloos avatar fengchang avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. 📊📈🎉

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google ❤️ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.