Malware Detection Courses and Certifications

DEFCONConference

Mastering Apple Endpoint Security for Advanced macOS Malware Detection

Unlock advanced Apple Endpoint Security features for sophisticated macOS malware detection, covering caching behaviors, authorization deadlines, mute inversions, and TCC event monitoring.

• YouTube
• 52 minutes
• Self-Paced
• Free Video

Objective-See Foundation

iOS Malware Detection: Finding and Analyzing Spyware Infections

Discover practical methods for detecting iOS malware like Pegasus and Triangulation, with live demonstrations of forensic techniques and tools to protect devices from sophisticated spyware threats.

• YouTube
• 32 minutes
• Self-Paced
• Free Video

Hack In The Box Security Conference

Current State of iOS Malware Detection

An assessment of how on-device, MDM, and manual forensic methods detect current iOS malware, using known samples to examine signs of compromise and detection limits.

• YouTube
• 57 minutes
• Self-Paced
• Conference Talk

NorthSec

Malware Morphology for Detection Engineers

Compare tools that perform the same attacker technique and model their procedural differences to choose events for resilient detection rules.

• YouTube
• 2 hours 47 minutes
• Self-Paced
• Conference Talk

Black Hat

Rope - Bypassing Behavioral Detection of Malware with Distributed ROP-Driven Execution

Rope distributes return-oriented execution across multiple processes to dilute behavioral signals and evade antivirus and endpoint detection.

• YouTube
• 35 minutes
• Self-Paced
• Conference Talk

WEareTROOPERS

GPT-like Pre-Training on Unlabeled System Logs for Malware Detection

Explores GPT-like pre-training on unlabeled system logs as an approach to malware detection.

• YouTube
• 48 minutes
• Self-Paced
• Conference Talk

USENIX Enigma Conference

When Malware Changed Its Mind - How Split Personalities Affect Malware Analysis and Detection

How malware that changes behavior across hosts or time can confound analysis and detection, and what large-scale ethical monitoring reveals.

• YouTube
• 21 minutes
• Self-Paced
• Free Video

BSidesLV

Static Detection of Novel Malware Using Transfer Learning with Deep Neural Networks

Use transfer learning and deep neural networks to statically detect novel malware.

• YouTube
• 50 minutes
• Self-Paced
• Conference Talk

SANS

Machine Learning for Enhanced Malware Detection and Classification

Leverage AI and machine learning to enhance malware detection and classification, analyzing large datasets and creating a new ensemble classification facility for improved cybersecurity.

• YouTube
• 29 minutes
• Self-Paced
• Free Video

DEFCONConference

Signature-Based Detection Using Network Timing - Malware Traffic Analysis

Explore advanced malware detection techniques using network timing patterns and Python, learning to identify malicious behavior through transaction intervals rather than traditional code signatures.

• YouTube
• 43 minutes
• Self-Paced
• Free Video

Cybersecurity Prevention & Detection: Malware and Incident Response

Set up a safe malware analysis lab and use introductory tools to examine malware packet traffic, dynamic behavior, and file persistence, then respond to security incidents.

• Coursera
• 5 hours 29 minutes
• Self-Paced
• Paid Course

Machine Learning for Malware Detection

Learn to classify malware samples from Portable Executable headers by preparing a malware dataset, coding a classifier, and applying gradient boosting.

• YouTube
• 30 minutes
• Self-Paced
• Free Video

EDR Internals – Research & Development (Live)

1 rating

Learn how EDR solutions work and build them: research EDR internals, bypass detection with obfuscation and process injection, engineer kernel drivers with ETW and minifilters, and implement threat analytics.

• TrainSec
• 40 hours
• Self-Paced
• Paid Course

The Complete Cyber Security Course : End Point Protection!

7116 ratings at Udemy

Volume 4 :Become a Cyber Security Specialist, Antivirus & Malware, Disk Encryption, Finding & Removing Hackers & Malware

• Udemy
• 16 hours 41 minutes
• Self-Paced
• Paid Course

Career Certificate

Cyber Security: Essentials for Forensics

57 ratings at Coursera

Investigate cybercrime end to end: preserve digital evidence, extract iOS and Android artefacts, meet court admissibility rules, and apply machine learning to malware detection and adversarial defence.

• Coursera
• 4 weeks, 10 hours a week
• Self-Paced
• Paid Course
• 3 courses