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Recomendation Systemn (access the website on here https://holibless.pythonanywhere.com/)

  • This is the development of E-commerce Recomendation system using machine learning website app base

  • I implemented Machine Learning (Classification) model to give a user recomendation products based on some variables such as how many time they clicked some products, etc

  • I used the Flask library to deploy the model as a microservice API for our end-to-end website application

  • I used the Sklearn library to train and process our Machine Learning Model. The fixed model we used in this app was KNN (K-Nearest Neighbors).

  • THe explanation about the EDA and the model can be senn on EDA.ipynb and Model_Exploration.ipynb

  • I used https://www.pythonanywhere.com/ as free open source hosting for my website, you can fit the website resolution by pressing ctrl- (zoom out) if the resolution is too big for you or if there is part of the website that you cannot see.

  • The final dataset that I used after I do some manipulation was FixedDataset.csv which you can find in this repo.

    Requirements

  • Python 3.9 or above

  • Install required libraries: pip install -r requirements.txt

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