Perform sentiment analysis with LSTMs, using TensorFlow


Explore a highly effective deep learning approach to sentiment analysis using TensorFlow and LSTM networks.

Explore a highly effective deep learning approach to sentiment analysis using TensorFlow and LSTM networks.

Adit Deshpande is an expert in performing sentiment analysis using TensorFlow in conjunction with a deep learning model called an LSTM (Long Short Term Memory) network. In this Oriole, he takes you through a complete LSTM based sentiment analysis process. He explains why LSTMs are useful for capturing long term dependencies in natural language text and then walks you through a code example for performing sentiment analysis (using pre-trained word vectors), where he demonstrates the application of word vectors, the creation of the network architecture, as well as the training and testing with Tensorflow. He concludes by examining a pre-trained sentiment analysis model and summarizing the results.

What you will learn:

  • Gain hands-on experience performing sentiment analysis using TensorFlow and LSTMs
  • Review the purpose of word vectors and Word2Vec in relation to natural language processing (NLP)
  • Understand the differences between a feedforward neural network and a recurrent neural network (RNN)
  • Learn how to use the TensorFlow API to perform sentiment analysis on a natural language dataset
  • Understand how to define recurrent neural network (RNN) and LSTM graphs using TensorFlow
  • Develop the ability to solve a range of NLP tasks (like sentiment analysis) using RNNs and LSTMs

Continue reading Perform sentiment analysis with LSTMs, using TensorFlow.

What's Your Reaction?

Cry Cry
0
Cry
Cute Cute
0
Cute
Damn Damn
0
Damn
Dislike Dislike
0
Dislike
Like Like
0
Like
Lol Lol
0
Lol
Love Love
0
Love
Win Win
0
Win
WTF WTF
0
WTF

Comments 0

Your email address will not be published. Required fields are marked *

Perform sentiment analysis with LSTMs, using TensorFlow

log in

Become a part of our community!

Captcha!

reset password

Back to
log in
Choose A Format
Personality quiz
Series of questions that intends to reveal something about the personality
Trivia quiz
Series of questions with right and wrong answers that intends to check knowledge
Poll
Voting to make decisions or determine opinions
Story
Formatted Text with Embeds and Visuals
List
The Classic Internet Listicles
Open List
Open List
Ranked List
Ranked List
Meme
Upload your own images to make custom memes
Video
Youtube, Vimeo or Vine Embeds
Audio
Soundcloud or Mixcloud Embeds
Image
Photo or GIF
Gif
GIF format