awslabs / realtime-fraud-detection-with-gnn-on-dgl

An end-to-end blueprint architecture for real-time fraud detection(leveraging graph database Amazon Neptune) using Amazon SageMaker and Deep Graph Library (DGL) to construct a heterogeneous graph from tabular data and train a Graph Neural Network(GNN) model to detect fraudulent transactions in the IEEE-CIS dataset.

Date Created 2021-03-11 (3 years ago)
Commits 231 (last one about a year ago)
Stargazers 210 (0 this week)
Watchers 20 (0 this week)
Forks 38
License apache-2.0
This repository has been archived on Github
Ranking

RepositoryStats indexes 617,578 repositories, of these awslabs/realtime-fraud-detection-with-gnn-on-dgl is ranked #178,939 (71st percentile) for total stargazers, and #111,927 for total watchers. Github reports the primary language for this repository as TypeScript, for repositories using this language it is ranked #13,337/48,292.

awslabs/realtime-fraud-detection-with-gnn-on-dgl is also tagged with popular topics, for these it's ranked: aws (#862/2554),  graph-database (#69/132)

Other Information

awslabs/realtime-fraud-detection-with-gnn-on-dgl has 19 open pull requests on Github, 227 pull requests have been merged over the lifetime of the repository.

Github issues are enabled, there are 2 open issues and 29 closed issues.

There have been 11 releases, the latest one was published on 2023-04-21 (about a year ago) with the name v2.0.5.

Homepage URL: https://awslabs.github.io/realtime-fraud-detection-with-gnn-on-dgl/

Star History

Github stargazers over time

250250200200150150100100505000Jul '21Jul '2120222022Jul '22Jul '2220232023Jul '23Jul '2320242024Jul '24Jul '2420252025

Watcher History

Github watchers over time, collection started in '23

242423232222212120201919181820232023Feb '23Feb '23Apr '23Apr '23Jun '23Jun '23Aug '23Aug '23Oct '23Oct '23Dec '23Dec '23Feb '24Feb '24Apr '24Apr '24Jun '24Jun '24Aug '24Aug '24Oct '24Oct '24Dec '24Dec '24Feb '25Feb '25

Recent Commit History

105 commits on the default branch (main) since jan '22

120120100100808060604040202000Jul '22Jul '2220232023Jul '23Jul '2320242024Jul '24Jul '2420252025

Yearly Commits

Commits to the default branch (main) per year

140140120120100100808060604040202000202120212022202220242024

Issue History

Total Issues
Open Issues
Closed Issues
3535303025252020151510105500Jul '21Jul '2120222022Jul '22Jul '2220232023Jul '23Jul '2320242024Jul '24Jul '2420252025

Languages

The primary language is TypeScript but there's also others...

TypeScriptTypeScriptPythonPythonJupyter NotebookJupyter NotebookJavaScriptJavaScriptCSSCSSShellShellHTMLHTMLDockerfileDockerfile

updated: 2025-01-30 @ 04:02am, id: 346584357 / R_kgDOFKh1JQ