Privacy_Law_With_XAI

OverView

• Analyze Curriculum Vitae using XAI
• Using Kaggle Dataset [https://www.kaggle.com/gauravduttakiit/resume-dataset]
• This Code was created to provide the basis for AI to judge Resume.

Directory Setting

• Resume.csv [Dataset File]
• main.py [run XAI & Data Converter]
• XAI.py [XAI model implementation]
• datasets.py [Make Train_set, Test_set using csv file]

How to Run

python main.py

Function Explanation

main.py [Run AI Model + XAI model]

• Just import XAI.py, then run Do_XAI function

XAI.py [Train AI, Analyze with XAI]

• Do_AI [Train AI model with datasets]

  • RFClassifier [Implementation Random Forest Model]

• Do_XAI [Get text Analyze with LIME]

  • Get_Dataset [Get dataset using file path]
  • Get_Lime [Setting XAI Model with LIME]
  • Do_Lime [Get Analyzed data using XAI model]

datasets.py [Setting train, testset using csv file]

• Fetch_Dataset(file_path, number_of_string_column, number_of_label_column, split_proportion) [Get train, testset]
  • Make_Train_Set(dataset, split_proportion) [Set Train, Testset with split proportion]
  • Dataset_Maker_With_Each_Label(csv_reader, number_of_string_column, number_of_label_column) [Making all_in_one dataset with each label values]
  • Dataset_Maker(csv_reader, number_of_string_column) [Making all_in_one dataset with random label values 0, 1]