Malware Detection Courses and Certifications

Advanced Malware and Network Anomaly Detection

21 ratings at Coursera

Equip yourself with AI-powered skills to combat advanced cybersecurity threats. Master malware detection, network anomaly identification, and practical implementations using real-world data.

• Coursera
• 11 hours 47 minutes
• On-Demand
• Paid Course

IEEE

Exploring Adversarial Examples in Malware Detection

Explore adversarial examples in malware detection using CNNs, examining attack strategies, their effectiveness, and implications for model robustness in cybersecurity applications.

• YouTube
• 23 minutes
• On-Demand
• Free Video

Bill Buchanan OBE

Malware Detection: Propagation, Types, and Analysis Techniques

Learn techniques for identifying and analyzing malware, including propagation methods, backdoor types, static analysis, and hands-on demonstrations using MSS Venom and Calc.

• YouTube
• 24 minutes
• On-Demand
• Free Video

Bill Buchanan OBE

Malware Detection and Firmware Analysis Lab

Explore malware detection techniques and firmware analysis methods, including file comparison, key capture, and firmware extraction.

• YouTube
• 51 minutes
• On-Demand
• Free Video

DefCamp

Blackbox Android Malware Detection Using ML and Evasion Attacks Techniques

Explore machine learning techniques for Android malware detection and evasion attacks, presented by an expert at a leading cybersecurity conference in Cluj-Napoca.

• YouTube
• 1 hour 2 minutes
• On-Demand
• Free Video

RSA Conference

Leveraging macOS Networking Frameworks for Heuristic Malware Detection

Explore open-source methods for building network state enumerators and advanced monitors on macOS to detect sophisticated malware through unauthorized network access detection.

• YouTube
• 49 minutes
• On-Demand
• Free Video

Cyber Defender's Journey: Virus Detection and Elimination

89 ratings at Udemy

Comprehensive guide to understanding, detecting, and combating computer viruses and malware. Learn about virus types, prevention strategies, and the role of antivirus software in cybersecurity.

• Udemy
• 3 hours 6 minutes
• On-Demand
• Paid Course

IEEE

TriggerScope - Towards Detecting Logic Bombs in Android Applications

Explore techniques for detecting logic bombs in Android apps using symbolic execution and path predicate analysis. Learn about TriggerScope, a tool for identifying time-, location-, and SMS-related triggers in mobile applications.

• YouTube
• 21 minutes
• On-Demand
• Free Video

IEEE

HeNet- A Deep Learning Approach on Intel Processor Trace for Effective Exploit Detection

Explore a deep learning approach using Intel Processor Trace for effective exploit detection. Learn about HeNet's hierarchical ensemble neural network for classifying hardware-generated control flow traces in malware detection.

• YouTube
• 16 minutes
• On-Demand
• Free Video

Will Large-Scale Automated Scanning Stop Malware on OSS Repositories?

Explore challenges of automated malware scanning in open-source repositories, focusing on PyPI's experience. Learn why current approaches fall short and discover emerging solutions for effective package security.

• YouTube
• 41 minutes
• On-Demand
• Free Video

BSides SATX

Hunting Fileless Malware with Treesitter

Explore advanced techniques for detecting obfuscated, fileless malware using Treesitter parser generator library. Learn to create scalable and accurate detections for malicious PowerShell and Bash payloads.

• YouTube
• 28 minutes
• On-Demand
• Free Video

Objective-See Foundation

Using LLMs to Detect Malicious macOS Activity - Detecting Malware Through Context-Enhanced Analysis

Explore how Large Language Models enhance macOS security through advanced command line activity analysis, leveraging endpoint telemetry and contextual data for improved threat detection.

• YouTube
• 27 minutes
• On-Demand
• Free Video

RSA Conference

How AI Is Changing the Malware Landscape

Explore AI's impact on malware detection, including insights from VirusTotal's AI engines, strengths and weaknesses in analysis, and emerging AI-evasion techniques in cybersecurity.

• YouTube
• 41 minutes
• On-Demand
• Free Video

NorthSec

Evading AV and EDR Entropy Checks - A Guide to Payload Detection Evasion

Discover effective techniques for bypassing AV/EDR detection through entropy manipulation, from fundamental concepts to advanced shellcode concealment methods and practical evasion tools.

• YouTube
• 34 minutes
• On-Demand
• Free Video

nullcon

Windows Keylogger Detection: Targeting Past and Present Keylogging Techniques

Explore Windows keylogger detection techniques targeting both historical and current keylogging methods in this comprehensive security presentation by Asuka.

• YouTube
• 37 minutes
• On-Demand
• Free Video