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This project analyses sentiments using deep learning. I have used only numpy to make the neural network. It portrays basic deep learning features using feed forward, backpropagation, gradient descent and activation functions.

Python 98.99% Shell 1.01%

sentiment-analysis-with-neural-network's Introduction

sentiment-analysis-with-neural-network

This project is build up completely with numpy. It implements basic neural network concepts including backpropagation, hidden layers, activation function and gradient descent.

First run 'setup.sh' in bash. This will set up the project for you.

To run the project, open 'run_me.py'. The terminal must show the following:

Terminal screen_1

These are a few screenshots from the project:

Preprocessing

Terminal screen_2

Terminal screen_3

Progress and training

Terminal screen_5

Terminal screen_6

Sentiment analysis

Terminal screen_7

Graphs:

Word Positive/Negative Affinity Distribution

Graph screen_1

Frequency Distribution Of Words In Our Dataset

Graph screen_2

Vector T-SNE For Most Polarized Words

Graph screen_3

Graph screen_4

Author: Satyaki Sanyal

This project is strictly for educational purposes only.

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