weight-of-evidence

This repository contains analysis of churn in telephone service company (using IV and WOE), comparison of effect size and information value and quick tutorial how to use information value module (created for this analysis).

Landslide Susceptibility Assessment Tools - Project Manager Suite

Find missing values in data set using Euclid distance, normalization and calculating information value, weight of evidence

Fast Weight of Evidence (WOE) Encoding and Inference

Logistic Regression technique in machine learning both theory and code in Python. Includes topics from Assumptions, Multi Class Classifications, Regularization (l1 and l2), Weight of Evidence and Information Value

Weight of Evidence Encoding & Information Value

Weight of Evidence (WOE) Gradient Boosting

The objective of this project is to predict credit score of the borrowers using logistic regression and provide threshold cut-off recommendation

Correct, dependency-light population stability metrics for tabular models — PSI, CSI, WOE/IV and calibration drift. numpy + pandas only.

The objective of this project is to predict credit score of the borrowers using logistic regression and provide threshold cut-off recommendation

Credit Score Modelling: Perform a Weight of Evidence Logistic Regression Modelling (WoELR) to generate credit scorecard for loan approval with the help of optbinning library.

A general tool for Evaluative AI

Evaluative Skin Cancer (EvaSkan)

The repo consists of Statistics Algorithms

Implementation of weight of evidence and Information value techniques using Python

Credit Score Modelling: Perform a Weight of Evidence Logistic Regression Modelling (WoELR) to generate credit scorecard for loan approval.

The creation of the credit risk prediction models of a lending company.

Credit scorecard on Home Credit Default Risk: from-scratch WoE/IV and logistic regression checked against scikit-learn and scipy. Trained on 307,511 applicants; 0.762 AUC and 0.394 KS on 61,503 held out, with a reason for every decline.

Interactive WOE (Weight of Evidence) and IV (Information Value) binning web tool for credit risk scoring, segmentation, and transparent scorecard development.