O'Reilly logo

Java Deep Learning Projects by Md. Rezaul Karim

Stay ahead with the world's most comprehensive technology and business learning platform.

With Safari, you learn the way you learn best. Get unlimited access to videos, live online training, learning paths, books, tutorials, and more.

Start Free Trial

No credit card required

Sentiment Analysis Using Word2Vec and LSTM Network

Sentiment analysis is a systematic way to identify, extract, quantify, and study effective states and subjective information. This is widely used in natural language processing (NLP), text analytics, and computational linguistics. This chapter demonstrates how to implement and deploy a hands-on deep learning project that classifies review texts as either positive or negative based on the words they contain. A large-scale movie review dataset that contains 50k reviews (training plus testing) will be used.

A combined approach using Word2Vec (that is, a widely used word embedding technique in NLP) and the Long Short-Term Memory (LSTM) network for modeling will be applied: the pre-trained Google ...

With Safari, you learn the way you learn best. Get unlimited access to videos, live online training, learning paths, books, interactive tutorials, and more.

Start Free Trial

No credit card required