Water Quality Classification using Machine Learning | Python Final Year IEEE Project

Water Quality Classification using Machine Learning | Python Final Year IEEE Project. 🛒Buy Link: https://bit.ly/3lCphUy (or) To buy this project in ONLINE, Contact: 🔗Email: [email protected], 🌐Website: https://www.jpinfotech.org 📌IEEE Base Paper Title: Water Quality Classification Using SVM And XGBoost Method. 🔬Our Proposed Project Title: Water Quality Classification using Machine Learning. 💡Implementation Code: Python. 🚀Algorithm / Model Used: Gradient Boosting Classifier. 🌐Web Framework: Flask. 🖥️Frontend: HTML, CSS, JavaScript. 💰Cost (In Indian Rupees): Rs.3000/. IEEE Base paper Abstract: Various pollutants have been endangering water quality over the past decades. As a result, predicting and modeling water quality have become essential to minimizing water pollution. This research has developed a classification algorithm to predict the water quality classification (WQC). The WQC is classified based on the water quality index (WQI) from 7 parameters in a dataset using Support Vector Machine (SVM) and Extreme Gradient Boosting (XGBoost). The results from the proposed model can accurately classify the water quality based on their features. The research outcome demonstrated that the XGBoost model performed better, with an accuracy of 94%, compared to the SVM model, with only a 67% accuracy. Even better, the XGBoost resulted in only 6% misclassification error compared to SVM, which had 33%. On top of that, XGBoost also obtained consistent superior results from 5-fold validation with an average accuracy of 90%, while SVM with an average accuracy of 64%. Considering the enhanced performance, XGBoost is concluded to be better at water quality classification. REFERENCE: Hasriq Izzuan Hasnol Yusri, A’zraa Afhzan Ab Rahim, Siti Lailatul Mohd Hassan, Ili Shairah Abdul Halim, Noor Ezan Abdullah, “Water Quality Classification Using SVM And XGBoost Method”, 2022 IEEE 13th Control and System Graduate Research Colloquium (ICSGRC), IEEE Conference, 2022. #python #pythonprojects #machinelearningproject #pythonprogramming #pythonprojectforbeginners #pythonprojectideas #pythonmachinelearning #machinelearning #machinelearningpython #finalyearproject #ieeeprojects #finalyearprojects #datascience #datascienceproject #artificialintelligenceproject #projects #deeplearning #deeplearningproject #computerscienceproject #deeplearningprojects #majorprojects #academicprojects #majorproject