Malware Detection via Machine Learning Course
43 minutes
Course description
You will learn how to perform static and dynamic analysis manually as well as automatically, how to build static and dynamic classifiers and how to troubleshoot imbalanced data and satisfy the common false positive constraint.![](/contentassets/d65de3a5bb034993b7cf1ea5e1eab9f3/prerequisites-graphic.png)
Syllabus
Training a Dynamic Malware Classifier
Video - 00:03:00
Malware Dynamic Analysis
Video - 00:05:00
Tackling False Positive Constraints
Video - 00:07:00
Tackling Class Imbalance
Video - 00:05:00
Training a Static Malware Detector
Video - 00:03:00
Selecting the Best N-grams
Video - 00:05:00
N-gram Features for Binary Files
Video - 00:04:00
Featurizing the PE Header
Video - 00:03:00
Understanding the PE Header
Video - 00:03:00
Malware Static Analysis
Video - 00:04:00
Overview
Video - 00:02:00
Unlock 7 days of free training
- 1,400+ hands-on courses and labs
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Associated NICE Work Roles
All Infosec training maps directly to the NICE Workforce Framework for Cybersecurity to guide you from beginner to expert across 52 Work Roles.
- All-Source Analyst
- Mission Assessment Specialist
- Target Developer
Plans & pricing
Infosec Skills Personal
$299 / year
- 190+ role-guided learning paths (e.g., Ethical Hacking, Threat Hunting)
- 100s of hands-on labs in cloud-hosted cyber ranges
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- 190+ role-guided learning paths and assessments (e.g., Incident Response)
- 100s of hands-on labs in cloud-hosted cyber ranges
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- Custom certification practice exams (e.g., CISSP, CISA)
- Optional upgrade: Guarantee team certification with live boot camps
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