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kinesis-stream

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This repository contains an End to End Real time 🕰️ Machine Learning Pipeline to predict star ⭐️ rating of product reviews. This project uses AWS Sagemaker, Kinesis, Lambda, S3, Redshift, Athena, and Step functions. Deployment of multiple models for AB testing and Bandit testing is also included.

  • Updated Nov 24, 2023
  • Jupyter Notebook

Streaming data analysis using AWS tools such as Cloud9 to generate events in the cloud, using boto3 to send records to Kinesis Data Firehose to connect to the S3 bucket destination, saving files in .parquet format. With the help of Glue, a data catalog will be created to enable real-time querying of all records with Athena.

  • Updated Oct 1, 2023
  • Python

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