ID: 5d9b770594a87f7c3c8f9ed0

ReactionNet

by Sarthak Agarwal

Predicts reactions of Comments also supporting emjois


License: MIT license

Tags: Keras Tesnsorflow Facebook Reaction Detector PCA RNN

Ā Model stats and performance
Framework Keras
OS Used Linux
Publication View
Inference time in seconds per sample.

Screenshots


REACTION PREDICTOR

WHAT IS IT?

Reaction predictor to predict percentage of reactions of comments based upon Reactionrnn.

Reactionrnn is based off of the June 2016 blog post  which noted that there is a certain nuance to the proportionality of the reactions on a Facebook status.Reactionrnn takes in an input of up to 140 characters (for compatability with Twitter tweets), converts each character to a 100D character embedding vector, and feeds those into a 256-cell gated recurrent unit layer. That output regresses the five non-Like Reactions all simultaneously and outputs the predicted proportionality values for each

HOW TO USE?

To run the inference script run the script

python run.py

WHAT ARE THE REQUIREMENTS?

To get all the requirements and dependencies installed run the command
For GPU
pip install -r gpu_requirements.txt
For CPU
pip install -r cpu_requirements.txt

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Sarthak Agarwal
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