{"repo":"s1upee/vehicle-performance","free":true,"listed":false,"github":"https://github.com/s1upee/vehicle-performance","clone":"git clone https://github.com/s1upee/vehicle-performance.git","description":"This project simulates vehicle sensor data for performance analysis and anomaly detection.","language":"Jupyter Notebook","stars":12,"topics":["anomaly-detection","autoencoder","data-science","data-visualization","jupyter-notebook","machine-learning","matplotlib","open-source","pandas","python"],"license":"MIT","category":"machine-learning","readme_excerpt":"🚀 Vehicle Anomaly Detection & Visualization 📌 Overview This project implements a Machine Learning-powered anomaly detection system for vehicle performance data. It integrates advanced data processing, anomaly detection, visualization, and a real-time dashboard to monitor anomalies in acceleration, braking force, and steering angle. 🏗 Project Structure 🔥 Key Features ✅ Data Processing – Cleans, normalizes, and prepares vehicle data for analysis.\\ ✅ ML Anomaly Detection – Detects anomalies using Isolation Forest, One-Class SVM, and Local Outlier Factor .\\ ✅ Visualization – Generates histograms, time-series plots, and scatter plots for anomaly insights.\\ ✅ Interactive Dashboard – A real-time Dash-based UI that updates every 5 seconds. 📊 Machine Learning Anomaly Detection The anomaly detection pipeline optimizes ML parameters and applies multiple models: - Isolation Forest 🏕 (Best contamination level: 0.05 ) - One-Class SVM 🎭 (Best kernel: rbf , nu: 0.01 ) - Local Outlier Factor 🏠 (k=20, contamination= 0.03 ) Final anomalies are determined through majority voting , ensuring more robust detection. 🖥 Interactive Dashboard Run the interactive real-time dashboard with: This dashboard: - Displays acceleration, braking force, and steering anomalies - Updates every 5 seconds to reflect new anomalies detected in real-time. 📊 Data Visualization Jupyter Notebook notebooks/visualization.ipynb contains: - Histograms of acceleration, braking force, and steering angle - Time-series p","default_branch":null,"files":null,"tree":[],"storefront":"/r/s1upee","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/s1upee/vehicle-performance/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}