Body: <p>I have a model for binary classification that includes 2 linear layers with RELU activation function and Sigmoid in the last layer. The input features are FastText word embedding, frequency, and statistical signals.</p>
  <p>This model has a 93% f1-score and I want to add an explanation to this model but I don't know how can I start.</p>
  <p>My question is which models or papers good for these complex input features?</p>
  <p>I appreciate any advice to achieve this goal.</p>
  
Comments.ContentLicense: CC BY-SA 4.0
Comments.CreationDate: 2021-11-04T12:36:58.910Z
Comments.Text: Hello. What do you mean by "i want to add explanation to this model"? You need to clarify what exactly do you expect the model to do. Moreover, I would recommend that you take a look at [this post](https://ai.stackexchange.com/q/12870/2444) before proceeding. Once you have done that, please, edit the post to ask a more specific question.
Comments.UserDisplayName: nbro
Comments.ContentLicense: CC BY-SA 4.0
Comments.CreationDate: 2021-11-04T15:21:53.787Z
Comments.Text: @nbro tnx for your response, yes i read about this articles & areas but in my model, input features are in high dimensions (word embedding) and these articles not good in this situation my question is: which Explainable AI techniques good for such models that i said.
Comments.UserDisplayName: Abolfazl Mohajeri
Tags: <binary-classification><explainable-ai>
Title: Explainable AI for complex input features
UserDisplayName: Abolfazl Mohajeri
ThreadText: # Explainable AI for complex input features
  
  (Asked by: username_0 on 2021-11-04)
  
  I have a model for binary classification that includes 2 linear layers with RELU activation function and Sigmoid in the last layer. The input features are FastText word embedding, frequency, and statistical signals.
  
  This model has a 93% f1-score and I want to add an explanation to this model but I don't know how can I start.
  
  My question is which models or papers good for these complex input features?
  
  I appreciate any advice to achieve this goal.
  
  **Tags:** binary-classification, explainable-ai
  
  > **Comments:**
  > **username_1**: Hello. What do you mean by "i want to add explanation to this model"? You need to clarify what exactly do you expect the model to do. Moreover, I would recommend that you take a look at [this post](https://ai.stackexchange.com/q/12870/2444) before proceeding. Once you have done that, please, edit the post to ask a more specific question.  
  > **username_0**: @username_1 tnx for your response, yes i read about this articles & areas but in my model, input features are in high dimensions (word embedding) and these articles not good in this situation my question is: which Explainable AI techniques good for such models that i said.  
  
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  ## 0 answers
  
  