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flawed_loan_approval_model
redblackbird/flawed_loan_approval_model
flawed_loan_approval_model is a machine learning model from redblackbird. Use it for the machine learning task on the model card, and read the license before you ship it in a product. The card lists the license as mit.
This model exists to be used within a course to demonstrate model inversion attacks.
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Public
Updated Aug 7, 2024
Repo size
4.5 GB
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.pkl2.4 GB · 100%
At a glance
- License
- mit
- Access
- Public
- Created
- Aug 7, 2024
- Updated
- Aug 7, 2024
- SHA
- 8f5ca4db
Model card
From the Hugging Face model README
Flawed Simulated Loan Approval Chance Predictor
This model exists to be used within a course to demonstrate model inversion attacks.
To interact with this model:
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Download the .pkl file
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In the same directory the .pkl file is in, create a python script.
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Within the python file, include the following:
import pandas as pd import joblib #load the model with this function! def load_model(): return joblib.load('model.pkl') model = load_model() #City_codes range from 0-4, Income and CreditScore fields are also required. user_input = pd.DataFrame({'City_Code': 0, 'Income': 20000, 'CreditScore': 100}, index=[0]) # predict the probability of a loan [[rejection, approval]] based on inputs probas = model.predict_proba(user_input) # print the output. Will be in the form [[rejection chance, approval chance]] print(probas)- Run the script to view the output. Will be in the form [[rejection chance, approval chance]]
Leave questions in the community section.
- License
- mit
- Created
- Aug 7, 2024
- Updated
- Aug 7, 2024