https://github.com/marcskovmadsen/panel-kafka-faust

A template for combining HoloViz Panel with Apache Kafka and Faust to create awesome analytics apps that are event and supports streaming.
https://github.com/marcskovmadsen/panel-kafka-faust

Last synced: 8 days ago
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A template for combining HoloViz Panel with Apache Kafka and Faust to create awesome analytics apps that are event and supports streaming.

• Host: GitHub
• URL: https://github.com/marcskovmadsen/panel-kafka-faust
• Owner: MarcSkovMadsen
• License: apache-2.0
• Created: 2021-02-13T14:55:18.000Z (over 3 years ago)
• Default Branch: main
• Last Pushed: 2021-02-15T08:45:32.000Z (over 3 years ago)
• Last Synced: 2024-10-24T10:14:27.504Z (21 days ago)
• Language: Python
• Size: 18.6 KB
• Stars: 0
• Watchers: 2
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

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README

        
# Building a Fraud Detection App with HoloViz Panel, Apache Kafka and Faust

WORK IN PROGRESS

This application is inspired by the blog post [How to build a real-time fraud detection pipeline using Faust and MLFlow](https://towardsdatascience.com/how-to-build-a-real-time-fraud-detection-pipeline-using-faust-and-mlflow-24e787dd51fa). The Code is [here](https://github.com/BogdanCojocar/medium-articles/tree/master/realtime_fraud_detection).

You can use the as a template or as inspiration for building HoloViz Panel apps that are event driven and supports streaming.

## Confluent Kafka

Prerequisites

- A Confluent Cloud Cluster

- Knowledge at a level of [Python: Code Example for Apache Kafka](https://docs.confluent.io/platform/current/tutorials/examples/clients/docs/python.html?utm_source=github&utm_medium=demo&utm_campaign=ch.examples_type.community_content.clients-ccloud)

    - [Repo](https://github.com/confluentinc/examples/tree/latest/clients/cloud/python#overview)

## Create the Conda Environment

conda create -c pyviz -c conda-forge -n panel-kafka-faust panel holoviz hvplot

https://github.com/simplesteph/kafka-stack-docker-compose

https://github.com/confluentinc/examples/tree/latest/clients/cloud/python#overview

https://docs.confluent.io/platform/current/quickstart/ce-docker-quickstart.html#ce-docker-quickstart