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https://issues.apache.org/jira/browse/FINCN-252?page=com.atlassian.jira.plugin.system.issuetabpanels:all-tabpanel
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Yemdjih Kaze Nasser reassigned FINCN-252:
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Assignee: (was: Yemdjih Kaze Nasser)
> Machine Learning Scorecard for Credit Risk Assessment Phase 5
> -------------------------------------------------------------
>
> Key: FINCN-252
> URL: https://issues.apache.org/jira/browse/FINCN-252
> Project: Fineract Cloud Native
> Issue Type: Improvement
> Components: fineract-cn-ml
> Reporter: Ed Cable
> Priority: Major
> Labels: gsoc2021, mentor
>
> h2. Mentors
> * Lalit Mohan S
> * [~Fintecheando]
> h2. Overview & Objectives
> Financial Organizations using Mifos/Fineract are depending on external
> agencies or their past experiences for evaluating credit scoring and
> identification of potential NPAs. Though information from external agencies
> is required, financial organizations can have an internal scorecard for
> evaluating loans so that preventive/proactive actions can be done along with
> external agencies reports. In industry, organizations are using rule based,
> Statistical and Machine learning methods for credit scoring, predicting
> potential NPAs, fraud detection and other activities. This project aims to
> implement a scorecard based on statistical and ML methods for credit scoring
> and identification of potential NPAs.
> h2. Description
> The approach should factor and improve last year's GSOC work
> ([https://gist.github.com/SupreethSudhakaranMenon/a20251271adb341f949dbfeb035191f7])
> on Features/Characteristics, Criteria and evaluation (link). The design and
> implementation of the screens should follow Mifos Application standards.
> Should implement statistical and ML methods with explainability on decision
> making. Should also be extensible for adding other functionalities such as
> fraud detection, cross-sell and up-sell, etc.
> h2. Helpful Skills
> JAVA, Integrating Backend Service, MIFOS X, Apache Fineract, AngularJS, ORM,
> ML, Statistical Methods, Django
> h2. Impact
> Streamlined Operations, Better RISK Management, Automated Response Mechanism
> h2. Other Resources
> 2019 Progress:
> [https://gist.github.com/SupreethSudhakaranMenon/a20251271adb341f949dbfeb035191f7]
> [https://gist.github.com/lalitsanagavarapu]
>
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