A supervised machine learning project that predicts student academic performance using Linear Regression with an interactive Streamlit dashboard.
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Jul 15, 2026 - Python
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skitlearn
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این پروژه یک سیستم تشخیص فعالیت انسانی (HAR) با استفاده از دادههای حسگرهای پوشیدنی (شتابسنج و ژیروسکوپ) است. دادهها شامل ۵۶۱ ویژگی و ۶ کلاس فعالیت مانند راهرفتن و نشستن هستند. پس از پیشپردازش، سه مدل درختی ارزیابی شده و **Extra Trees** به دلیل عملکرد برتر (دقت و F1 حدود ۱ در اعتبارسنجی و ۰.۹۶ در CV) به عنوان مدل نهایی انتخاب شده است.
python machine-learning machine ml python3 machinelearning python-3 mlflow ml-engineering skit-learn skitlearn
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Aug 7, 2026 - Jupyter Notebook
Customer Segmentation using K-Means Clustering on the Mall Customer Dataset to analyze customer behavior based on annual income and spending score.
python machine-learning datascience kmeans-clustering datavisualization customersegmentation skitlearn
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Jun 12, 2026 - Python
Machine Learning project implementing Support Vector Regression (SVR) on the Diabetes dataset using Python and Scikit-Learn.
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Jun 23, 2026 - Jupyter Notebook
A machine learning project that predicts whether a bank customer will churn using Logistic Regression, Decision Tree, and Random Forest classifiers — with full preprocessing pipelines, cross-validation, hyperparameter tuning, and model evaluation.
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Feb 20, 2026 - Jupyter Notebook
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