This study aims to compare the performance between Random Forest Classifier and Gaussian Naïve Bayes Classifier in classification. Several evaluation metrics such as accuracy, precision, recall, and F1-score were used to analyze the performance of both models. The dataset used has specific characteristics that influence the evaluation results. The research findings indicate that Random Forest Classifier outperforms Gaussian Naïve Bayes Classifier in most of the evaluation metrics. Random Forest Classifier achieves higher accuracy and better precision, recall, and weighted F1-score. However, it should be noted that Random Forest Classifier also has more outliers compared to Gaussian Naïve Bayes Classifier when visualized using boxplots. Therefore, in selecting a classification model, a trade-off between higher performance and sensitivity to outliers needs to be considered. Further statistical testing and advanced evaluation are required to gain a deeper understanding of the impact and interpretation of the obtained results. This study provides valuable insights into understanding the comparison between these two classification models and their implications in different contexts.
Al-Qur’an Braille Board Interpreter Glove Bagi Tunanetra Dalam Mengatasi Buta Aksara Arab ini terdiri dari Braille Board (Papan Braille) dan Interpreter Glove (Berupa Sarung Tangan Penerjemah). Braille Board merupakan media yang dibuat menggunakan bahan akrilik membentuk 40 pola huruf hijaiah braille. Interpreter Glove merupakan main device yang terintegrasi langsung dengan Braille Board. Interpreter Glove dilengkapi dengan microcontroller yang berfungsi untuk menerjemahkan pola hijaiah braille pada braille board kemudian diolah dalam sebuah program sehingga menghasilkan output berupa suara huruf hijaiah. Pembuatan alat dimulai dari perancangan studi literatur, merancangan konsep alat dan sistem, desain mockup, skema rangkaian elektronika, pemrograman perangkat serta pengujian produk. Pengontrolan sistem input, process dan output akan bekerja berdasarkan integrasi dua komponen utama alat yaitu Interpreter Glove dan Braille Board.
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