Intrusion Detection System Using PCA with Random Forest Approach | Python Machine Learning Project

Intrusion Detection System Using PCA with Random Forest Approach | Python Final Year IEEE Machine Learning Project. 🛒Buy Link: https://bit.ly/47F9jvw (or) To buy this project in ONLINE, Contact: 🔗Email: [email protected], 🌐Website: https://www.jpinfotech.org 📌ProjectTitle: Intrusion Detection System Using PCA with Random Forest Approach. 💡Implementation Code: Python. 🔬Algorithm / Model Used: Random Forest Classification. 🌐Web Framework: Flask. 🖥️Frontend: HTML, CSS, JavaScript. 💰Cost (In Indian Rupees): Rs.3000/. 📘Project Abstract: 👉This project presents an Intrusion Detection System (IDS) employing a novel approach combining Principal Component Analysis (PCA) with the Random Forest Classifier, implemented in Python. 👉The dataset utilized for training and evaluation comprises 125,973 records, representing a diverse range of network activities. Through meticulous preprocessing and feature engineering, the dataset is prepared to feed into the PCA-Random Forest framework. PCA is employed to reduce the dimensionality of the dataset while preserving critical information, thus optimizing computational efficiency and mitigating potential overfitting. 👉The Random Forest Classifier is trained on the processed dataset to discern between normal network behaviors and potential intrusions with high accuracy. Leveraging the collective decision-making power of an ensemble of decision trees, the classifier demonstrates robustness against noise and outliers, crucial for real-world deployment. 👉Evaluation on a separate test set reveals an outstanding accuracy of 99.1%, underscoring the effectiveness of the proposed PCA-Random Forest approach in accurately identifying and classifying network intrusions. 📌REFERENCE: Subhash Waskle, Lokesh Parashar, Upendra Singh, “Intrusion Detection System Using PCA with Random Forest Approach”, IEEE CONFERENCE 2020. 🏷️tags: #python #pythonprojects #intrusion #intrusiondetection #pca #randomforest #machinelearningproject #pythonprogramming #pythonprojectforbeginners #pythonprojectideas #pythonmachinelearning #machinelearning #machinelearningpython #finalyearproject #ieeeprojects #finalyearprojects #datascience #datascienceproject #artificialintelligenceproject #projects #deeplearning #deeplearningproject #computerscienceproject #deeplearningprojects #majorprojects #academicprojects #majorprojects