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TensorFlow 16: Multimodal Sentiment Analysis with TensorFlow

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TensorFlow 16: Multimodal Sentiment Analysis with TensorFlow by Anthony Hu

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Multimodal Sentiment Analysis with TensorFlow
1. Introduction
Early work on Sentiment Analysis 3
What about images on social media? 4
2. Multimodal dataset
Tumblr dataset 6
Example of a Tumblr post 7
Dataset description 8
3. Neural network architecture
Visual analysis 10
Natural language processing 11
DeepSentiment: a multimodal neural network (1) 12
DeepSentiment: a multimodal neural network (2) 13
Training with TensorFlow Dataset 14
4. Results
Evaluation 16
Top words associated with each emotion 17
Circumplex model of emotions (1) 18
Circumplex model of emotions (2) 19
Hierarchical clustering of emotions 20
Thank you!
References 22

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