DataLan : A Decentralised Data Marketplace Based On AutoML

Application Demo

Watch Application Demo

Project Introduction

The project proposes developing an open, decentralized, and automated customer service architecture for Small and Medium Enterprises (SMEs) using AutoML and the Internet of Things. The proposed architecture includes a transparent and automated customer service that utilizes Blockchain technology for secure data exchange, data trading platform for SMEs, and homomorphic encryption to improve system security and performance. The study aims to contribute to the research domain by facilitating the integration of open automated customer services, increasing revenue and customer satisfaction among small businesses. SMEs can benefit from the proposed architecture by automating customer service, enhancing customer satisfaction, and increasing revenue.

Reasearch Gap

Various data masking techniques have been described in the blockchain and machine learning literature, including substitution, shuffling, nulling out or deleting, encryption, and variance of dates and numbers. Due to reduced block sizes, increased consensus times, transient forks, and additional network overheads, current scaling concerns (Ayinala, Choi and Song, 202) result in inefficiencies and performance problems. Even so, without adequate data, today's businesses will not be able to compete, let alone prosper.

Tech Stack

Client: React, Redux, TailwindCSS

Server: Node, Express

Auto ML Server: Fast API, Pycaret

Databases: MongoDB, Firebase, BigchainDB

Blockchain: Stellar Blockchain

Run Locally

Clone the project

  git clone https://github.com/Shuhaib-Ahamed/DataLan

Set up BigchainDB

  docker pull bigchaindb/bigchaindb:all-in-one

  docker run \
  --detach \
  --name bigchaindb \
  --publish 9984:9984 \
  --publish 9985:9985 \
  --publish 27017:27017 \
  --publish 26657:26657 \
  --volume $HOME/bigchaindb_docker/mongodb/data/db:/data/db \
  --volume $HOME/bigchaindb_docker/mongodb/data/configdb:/data/configdb \
  --volume $HOME/bigchaindb_docker/tendermint:/tendermint \
  bigchaindb/bigchaindb:all-in-one

Install and run the Server

  cd server
  npm install
  npm run dev

Install and run the Client

  cd client
  npm install
  npm start

Install and run the AutoML Server

  cd automl
  pip install -r requirements.txt
  uvicorn main:app --host 0.0.0.0 --port 8000 --reload

Authors

• @shuhaib_ahamed

Feedback

If you have any feedback, please reach out to me at shuhaibsamadh@gmail.com