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Traditional detection methods are ineffective against zero-day attacks and evolving malware variants. This study proposes a hybrid approach combining machine learning (ML) and deep learning (DL) techniques for detecting malware. The proposed system utilizes ML models such as Random Forest and Support Vector Machine, and DL models such as Convolutional Neural Networks and Recurrent Neural Networks. The hybrid approach achieves improved detection accuracy, reduces false positives, and detects zero-day attacks and unknown malware variants. The proposed system has the potential to provide real-time detection and alerts, enabling prompt action against malware threats.\n\nKeywords: Malware Detection, Machine Learning, Deep Learning, Hybrid Approach, Zero-Day Attacks, Real-Time Detection.\n\n### Project include: \n\n1. Synopsis\n\n2. PPT\n\n3. Research Paper\n\n\n4. Code\n\n5. Explanation video\n\n6. Documents\n\n7. Report\n\n\n### Need Code, Documents \u0026 Explanation video ? \n\n### 📞 Contact for Project Files / Help (Available 🟢 LIVE 24×7 – LIVE Support):\n\n### 🌐 Website: https://www.finalproject.in/\n\n### 📲 Contact (WhatsApp, Email, Call): https://www.contactvatshayan.com\n\n### 💻 Computer Science Projects: https://www.computer-science-project.in/\n","funding_links":[],"categories":[],"sub_categories":[],"project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2FProjects-Developer%2FMalware-Detection-using-Machine-learning-and-Deep-Learnings","html_url":"https://awesome.ecosyste.ms/projects/github.com%2FProjects-Developer%2FMalware-Detection-using-Machine-learning-and-Deep-Learnings","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2FProjects-Developer%2FMalware-Detection-using-Machine-learning-and-Deep-Learnings/lists"}