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Repository ini merupakan suatu API Machine Learning dengan menggunakan metode Content Based Filtering berbasis vectorizer TF-IDF.

Home Page: https://api-enchants-ml.heroku.app.com/

Shell 0.01% JavaScript 0.05% C++ 0.09% Python 95.17% C 0.75% Lua 0.01% Nu 0.01% Fortran 0.07% PowerShell 0.03% Forth 0.01% XSLT 0.01% CSS 0.01% HTML 0.01% Smarty 0.01% Batchfile 0.01% Jupyter Notebook 0.08% Cython 3.71% Roff 0.01% Procfile 0.01%

ml_api's Introduction

Book Recommendation API

Description

API Machine Learning bertugas dalam mengolah data user, seperti judul buku dan deskripsi buku yang dillihat oleh user. Algortima Machine Learning yang digunakan berupa Content-based Filtering, Content-based filtering adalah salah satu pendekatan dalam sistem rekomendasi yang menggunakan informasi atau konten dari item-item yang ada untuk membuat rekomendasi. Pendekatan ini didasarkan pada kesamaan antara item-item berdasarkan atribut-atribut atau fitur-fitur yang dimiliki oleh item tersebut.

Installation

  1. Lakukan clone pada repository ini 'git clone https://github.com/DataaAlchemist/ml_api.git' pada git bash ataupun terminal.

  2. Menginstal requirements yang dibutuhkan dengan 'pip install -r requirements.txt' pada terminal.

  3. Jalankan appnya dengan kode 'python app.py' pada terminal

Package

  • blinker
  • click
  • colorama
  • contourpy
  • cycler
  • dnspython
  • Flask
  • fonttools
  • gunicorn
  • itsdangerous
  • Jinja2
  • joblib
  • kiwisolver
  • MarkupSafe
  • matplotlib
  • numpy
  • packaging
  • pandas
  • Pillow
  • pymongo
  • pyparsing
  • python-dateutil
  • pytz
  • scikit-learn
  • scipy
  • seaborn
  • six
  • threadpoolctl
  • tzdata
  • Werkzeug

Endpoint

  • /api/recommend : untuk mendapatkan rekomendasi buku berdasarkan judul buku yang dicari.

  • /api/similar : untuk mendapatkan rekomendasi buku berdasarkan deskripsi buku.

ml_api's People

Contributors

glazeradr avatar heritsam avatar

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