AI-Powered APS Fault Detection Solution | #machinelearning #data #datascience #ai #deeplearning #git

🚛 Addressing Heavy-Duty Vehicle Safety with AI: A Fault Detection Solution 🚛 🔗 Links:[GitHub Repository](https://github.com/ASM313/sensor-fault-detection?tab=readme-ov-file#problem-statement) [Project Documentation](https://drive.google.com/drive/folders/1Woh59SfUrGv_7PBlJZ3tjBrHiUQnYpkY?usp=drive_link) In this video, we tackle the critical issue of Air Pressure System (APS) failures in heavy-duty vehicles. APS is vital for braking and gear changes, but distinguishing between APS failures and those caused by other components is challenging, leading to increased maintenance costs and compromised vehicle safety.🎯 Problem Statement:Our project focuses on developing a robust fault detection system using machine learning and technology to accurately classify APS failures. By minimizing false predictions, we optimize repair decisions, ultimately enhancing vehicle safety and efficiency.💡 Solution Proposed:We've created a scalable and efficient solution for fault detection, leveraging Python, Flask, Docker, and MongoDB. Our system analyzes data from various APS components, ensuring accurate classifications and informed repair decisions. 🛠️ Tech Stack Used: Python Flask Machine learning algorithms Docker MongoDB 🌐 Infrastructure Required: AWS S3 AWS EC2 AWS ECR Git Actions🔍 Watch the video to learn more about our project and how we're revolutionizing heavy-duty vehicle safety with AI-powered fault detection!📈 Results and Impact:Our solution has the potential to significantly reduce maintenance costs and improve vehicle safety by accurately identifying APS failures and optimizing repair decisions. #VehicleSafety #AI #MachineLearning #HeavyDutyVehicles #FaultDetection #APS #Technology #Innovation #DataAnalysis #AutomotiveTech #SafetyFirst #Engineering #TechSolution #Python #Flask #Docker #MongoDB #AWS #SmartTechnology #RoadSafety #machinelearning #data #datascience #ai #deeplearning #git Thanks to @IndianAIProduction @krishnaik06 @PWSkillsTech Don't forget to like, share, and subscribe for more updates on our project and similar initiatives!