The document discusses malware detection using machine learning, detailing how malware infiltrates systems without consent to steal personal data and compromise security. It describes various types of malware, such as viruses, adware, and ransomware, and outlines the complexity of malware detection methods that employ multiple tools and techniques. The conclusion emphasizes the importance of robust detection systems to protect against different malware threats.

1. Malware Detection by Machine
Learning

2. Index
• Malware
• Malware detection
• Malware attack and how to prevent them
• Malware symptoms
• Machine learning
• Proposed solution with algorithms
• Existing systems for malware detection using machine learning
techniques
• problem identified
• Conclusion
• Reference

3. • Malware is software that gets into the system
without user consent to steal the user’s private and
confidential data, including bank details and
passwords. They also generate annoying pop-up ads
and change system settings.
• Type of malware-Trojan
horse ,virus,adware,bots,bugs,rootkits,spyware.

5. • Malware detector-malware detection is the process
of scanning the computer and files to detect
malware.It is effective at detecting malware because
it involves multiple tools and approaches.It’s not a
one way process,It’s actually quite complex.
• Malware detection method

6. 1.Viruses
A Virus is a malicious executable code attached to another executable file
Viruses require human intervention to propagate
Once user download the malisious code onto their devices-often delivered via
malicious advertisements or phising emails the virus spreads throughout
their system
Viruses can modify computer functions and application;copy,delete and
exfiltrate data.
2.Adware
It is capable of downloading or displaying advertisement to the device user.
Not steal any data from the system but it forcing users to see ads.
3.Ransomware
Ransomware lock and encrypts files or devices and forces victims to pay a
ransome in exchange for reentry.while ransomware and malware are often
used synonymously,ransomware is a specific form of malware.

7. 4.Rootkits