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Description
Python Modules Used: Requests, Hashlib, Sys
Description- Password Security is always a major concern. So, I developed a Password Checker which checks whether the password is safe or it has been used at any point of time on internet based on the database of API named api.pwnedpasswords.com. SHA1 Hashing algorithm is used. The Project uses 'K Anonymity' approach. Here only first 5 characters are sent over API and the returned output is checked. The API delivers a more secure response to data matched on our machines to verify whether or not the password has been used before.
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Machine Learning Model used: Multiple Linear Regression
Test Accuracy: 92.87% and rmsle: 0.3561
Description: Steps Performed are as follows:
Step1: Import libraries and read the data.
Step2: Preliminary Analysis and Feature Selection.
Step3: Data Visualization.
Step4: Check Multiple Linear Regression Assumptions.
Step5: Drop Irrelevant Features.
Step6: Create/ Modify new Features.
Step7: Create Dummy Variables.
Step8: Create Train Test Split.
Step9: Fit and Score the Model.