Giter VIP home page Giter VIP logo

multi-view-neural-acoustic-words-embeddings's Introduction

Multi-view-neural-acoustic-words-embeddings

Prerequisites

Python --- 2.7.10, Tensorflow --- 0.9.0rc0, numpy, scipy

How to use

To help organizing the code, here is my working directory

/Multi-view_embedding
    /Data
    /Outputs
    /Saved_Models
    /Scripts

To train a model with 2-layer bidirectional LSTMs on both views:

python 2biLSTM.py <parameters>
available parameters include:
  -lr: learning rate, 0.001 by default (for LSTMs with more than 1 layer, 0.0001 is recommended)
  -obj: objectives, 0(obj0) by default, 02 = averaged sum of obj0 and obj2, must be a subset of 0 1 2 3
  -hs: hidden size, 512 by default
  -m: margin, 0.5 by default
  -kp: keep probability of dropout, 0.6 by default
  -bs: batch size, 20 by default
  -epo: epochs, 20 by default
  -inits: initialization scale of LSTM cells, 0.05 by default
to train our best model:
python 2biLSTM.py -lr 0.0001 -obj 02 -m 0.4 -epo 1000

multi-view-neural-acoustic-words-embeddings's People

Contributors

opheadacheh avatar

Recommend Projects

  • React photo React

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

  • Vue.js photo Vue.js

    ๐Ÿ–– 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. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

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 โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.