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Dari dataset tersebut akan mengklasifikasi kualitas pencemaran udara berdasarkan kategori perhitungan indeks standar pencemaran udara. Dimana dataset Indeks Standar Pencemaran Udara (ISPU) Tahun 2021 yang didapatan dari website Jakarta Open data dengan link: https://data.jakarta.go.id/dataset/indeks-standar-pencemaran-udara-ispu-tahun-2021

Home Page: https://klasifikasi-kualitas-udara.herokuapp.com/

Python 87.09% Shell 9.85% Procfile 3.06%
artificial-intelligence decision-tree-classifier heroku random-forest-classifier support-vector-classifier python

spada_klasfikasi-kualitas-udara's Introduction

Klasifikasi Kualitas Udara

Kelompok 7:

  • Arya Pangestu
  • Husni Fadhilah Dhiya Ul Haq
  • Muhammad Hanief

Model: https://colab.research.google.com/drive/1ue5vWwpS3a7EHzkRW-7DpUzjAWSFhyRO?usp=sharing
Menggunakan tiga model dengan masing-masing akurasi yang didapatkan, yaitu:

  • Support Vector Classifier memberikan akurasi 94%
  • Decision Tree Classifier memberikan akurasi 96%
  • Random Forest Classifier memberikan akurasi 99%

Diperoleh bahwa Random Forest Classifier memiliki akurasi yang paling besar dengan akurasi 99% hampir mendekati sempurna, maka pada implementasi pada website kami menggunakan model Random Forest Classifier, yang di export dengan nama modelKualitasUdaraRFC.pkl.
Website proyek: https://klasifikasi-kualitas-udara.herokuapp.com/
Penjelasan: https://youtu.be/nusnPM-VVoQ

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