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Abdul Rehman
Data Analyst | Excel, Python & Data Automation
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Lahore, Pakistan
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Lahore, Pakistan
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Student Performance Prediction Dashboard Built a complete Student Performance Prediction and Analytics Dashboard using Python, Pandas, NumPy, Scikit-learn, Matplotlib, and Streamlit. The project analyzes student academic data to identify performance patterns, explore factors affecting academic outcomes, and use machine learning to predict student performance. Key Features • Cleaned and preprocessed student datasets, including handling missing values and preparing data for analysis • Performed Exploratory Data Analysis (EDA) to discover patterns, trends, and relationships within academic data • Created data visualizations to make student performance and academic trends easier to understand • Applied feature engineering and prepared relevant features for machine learning • Trained a machine learning model to predict student performance • Evaluated the model using appropriate performance metrics • Developed an interactive Streamlit dashboard for exploring student data, analytics, visualizations, and prediction results • Presented academic performance insights through an intuitive and easy-to-understand interface Technologies Python · Pandas · NumPy · Scikit-learn · Matplotlib · Streamlit · Machine Learning · Data Analysis · Data Visualization What This Project Demonstrates This project demonstrates my practical experience in Python development, data cleaning, exploratory data analysis, visualization, machine learning, predictive modeling, and interactive dashboard development. The system could be adapted for educational institutions, teachers, researchers, or analysts who need to analyze student data and gain insights into academic performance.
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