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All Journal Infotek : Jurnal Informatika dan Teknologi Al-Faiza: Journal of Islamic Education Studies
Muhammad Rodi
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Computer Science & IT Control & Systems Engineering Engineering Other

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Peran Kepemimpinan Kepala Sekolah Dalam Meningkatkan Mutu Lulusan Di MA Daruttamam NW Tampih M. Saipul Watoni; Zakaki; Muhammad Rodi
Al-Faiza : Journal of Islamic Education Studies Vol. 1 No. 1 (2023): OKTOBER
Publisher : Lembaga Pendidikan Al-Gafari

Show Abstract | Download Original | Original Source | Check in Google Scholar

Abstract

The low role head school in increase quality graduate of resulted not enough its effective head school in give motivation and support to teachers and students so the strategy is carried out head school in increase quality graduate of Still low quality graduate in level school elementary, intermediate, and above. For it, researcher try stage purposeful research For know the Role of Leadership Head School in Improving the Quality of Graduates at Ma Daruttamam Nw View, where focus study This is, What just role leadership head school in increase quality Daruttamam NW Tampih MA graduates.? What just the strategy applied head school in increase quality Daruttamam NW Tampih MA graduates?. How quality graduates produced by MA Daruttamam NW Tampih.? As for master from study This is For know and explain What just role leadership head school in increase quality Daruttamam NW Tampih MA graduate. For know and explain What only the strategy carried out by the head MA Daruttamam NW Tampih school in increase quality graduates. For know How quality Daruttamam NW Tampih MA graduate. In the study this, is used study qualitative with type field research research (research field). Whereas in data collection is carried out with method interview, observation and documentation whatever after the data is collected Then analyzed To use check its validity. In research This after he did study so researcher get a number of answer from formula problem that researchers put with conclusion that important for a head school or madrasa for have a good strategy For print good madrasa graduates.
Prediksi Diabetes Menggunakan Algoritma K-Nearest (KNN) Teknik SMOTE-ENN Amri, Zaenul; Muhammad Rodi; M. Nurul Wathani; Amir Bagja; Zulkipli
Infotek: Jurnal Informatika dan Teknologi Vol. 8 No. 1 (2025): Infotek : Jurnal Informatika dan Teknologi
Publisher : Fakultas Teknik Universitas Hamzanwadi

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.29408/jit.v8i1.27975

Abstract

Nowadays, diabetes is a common disease affecting millions of people worldwide, and it is generally more prevalent among women. Recent health research has adopted various innovative and advanced technologies to diagnose individuals and predict diseases based on clinical data. One such technology is Machine Learning (ML), which enables more accurate diagnosis and prediction. The data used in this study is the Pima Indian women diabetes dataset from Kaggle and the UCI data repository. This study focuses on predicting diabetes using the KNN algorithm model by applying optimization to the dataset using the SMOTE-ENN technique to enhance prediction accuracy for Pima Indian women. The dataset was trained and tested with five different splits using Jupyter Notebook to determine the best accuracy for the KNN algorithm model. Parameters such as classification accuracy, classification error, and the ROC curve were evaluated, along with identifying the variables influencing the risk of diabetes. The results showed that applying SMOTE-ENN optimization to the research dataset significantly improved the prediction accuracy using the KNN algorithm model. With a 70% training and 30% testing data split, the model achieved a classification accuracy of 0.96, a classification error of 0.04, and an AUC of 0.95. These predictions indicated that Pima Indian women are more likely to develop diabetes due to factors such as age above 33 years, the number of pregnancies, excessive sugar consumption, blood pressure, skin thickness, insulin levels, BMI (Body Mass Index), and genetic predisposition to diabetes
Peran Kepemimpinan Kepala Sekolah Dalam Meningkatkan Mutu Lulusan Di MA Daruttamam NW Tampih M. Saipul Watoni; Zakaki; Muhammad Rodi
Al-Faiza : Journal of Islamic Education Studies Vol. 1 No. 1 (2023): OKTOBER
Publisher : Lembaga Pendidikan Al-Gafari

Show Abstract | Download Original | Original Source | Check in Google Scholar

Abstract

The low role head school in increase quality graduate of resulted not enough its effective head school in give motivation and support to teachers and students so the strategy is carried out head school in increase quality graduate of Still low quality graduate in level school elementary, intermediate, and above. For it, researcher try stage purposeful research For know the Role of Leadership Head School in Improving the Quality of Graduates at Ma Daruttamam Nw View, where focus study This is, What just role leadership head school in increase quality Daruttamam NW Tampih MA graduates.? What just the strategy applied head school in increase quality Daruttamam NW Tampih MA graduates?. How quality graduates produced by MA Daruttamam NW Tampih.? As for master from study This is For know and explain What just role leadership head school in increase quality Daruttamam NW Tampih MA graduate. For know and explain What only the strategy carried out by the head MA Daruttamam NW Tampih school in increase quality graduates. For know How quality Daruttamam NW Tampih MA graduate. In the study this, is used study qualitative with type field research research (research field). Whereas in data collection is carried out with method interview, observation and documentation whatever after the data is collected Then analyzed To use check its validity. In research This after he did study so researcher get a number of answer from formula problem that researchers put with conclusion that important for a head school or madrasa for have a good strategy For print good madrasa graduates.
Co-Authors Amir Bagja M. Nurul Wathani M. Saipul Watoni M. Saipul Watoni Zaenul Amri Zakaki Zakaki Zulkipli