-
Download the training and test dataset from : https://raw.githubusercontent.com/jbrownlee/Datasets/master/review_polarity.tar.gz
-
Zip the file and move the directory "txt_sentoken" to the directory where the programs files are exist.
-
Download pre-trained GloVe vectors from : http://nlp.stanford.edu/data/glove.6B.zip
-
zip the glove.6b.zip to move the text files into the directory glove.6b and then move the directory "glove.6b" to the directory where the programs files are exist.
-
Run the program using either of ways:
a. run: "python main.py embedding_layer", which uses the technique - Embedding Layer to learn and evaluate.
b. run: "python main.py word2vec", Word2Vec
c. run: "python main.py pre_trained_Glove", Global Vectors for Word Representation
-
The baseline model is the pre_trained_Glove method and the accuracy is about 76%.
cnn428's Introduction
cnn428's People
Recommend Projects
-
React
A declarative, efficient, and flexible JavaScript library for building user interfaces.
-
Vue.js
๐ Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.
-
Typescript
TypeScript is a superset of JavaScript that compiles to clean JavaScript output.
-
TensorFlow
An Open Source Machine Learning Framework for Everyone
-
Django
The Web framework for perfectionists with deadlines.
-
Laravel
A PHP framework for web artisans
-
D3
Bring data to life with SVG, Canvas and HTML. ๐๐๐
-
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.
-
Visualization
Some thing interesting about visualization, use data art
-
Game
Some thing interesting about game, make everyone happy.
Recommend Org
-
Facebook
We are working to build community through open source technology. NB: members must have two-factor auth.
-
Microsoft
Open source projects and samples from Microsoft.
-
Google
Google โค๏ธ Open Source for everyone.
-
Alibaba
Alibaba Open Source for everyone
-
D3
Data-Driven Documents codes.
-
Tencent
China tencent open source team.