Malware Classification Courses and Certifications

IEEE

Activation Analysis of a Byte-Based Deep Neural Network for Malware Classification

Explores deep learning models for malware classification, analyzing learned features from byte-level to end-to-end, connecting activations to binary semantics, and examining impacts of training data and regularization.

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

HackerSploit

Malware Analysis

33 reviews

Learn comprehensive malware analysis techniques, from environment setup to static analysis, PE header examination, and creating YARA rules. Gain practical skills through real-world examples like Stuxnet.

• YouTube
• 3 hours 30 minutes
• On-Demand
• Free Video

IEEE

A Lustrum of Malware Network Communication: Evolution and Insights

Explore the evolution of malware network communication over five years, examining trends, insights, and implications for cybersecurity through analysis of 26.8 million samples.

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

Bill Buchanan OBE

Malware Analysis: Types, Classification, and Analysis Techniques

Comprehensive overview of malware analysis techniques, covering types, virtualization, classification, dynamic analysis, file monitoring, and practical examples for various file formats.

• YouTube
• 1 hour 8 minutes
• On-Demand
• Free Video

Hybrid Image-Based Approaches for Modern Malware Classification

Explore innovative hybrid image-based techniques for classifying modern malware, enhancing cybersecurity through advanced visual analysis and machine learning approaches.

• YouTube
• 1 hour 4 minutes
• On-Demand
• Conference Talk

Black Hat

Malware Classification With Machine Learning Enhanced by Windows Kernel Emulation

Explore hybrid machine learning for malware classification using static and dynamic analysis, Windows kernel emulation, and neural networks. Learn about adversarial ML and future developments.

• YouTube
• 27 minutes
• On-Demand
• Conference Talk

USENIX

TESSERACT - Eliminating Experimental Bias in Malware Classification Across Space and Time

Unveils TESSERACT framework to eliminate spatial and temporal biases in Android malware classification, improving real-world robustness and revealing counterintuitive performance insights.

• YouTube
• 22 minutes
• On-Demand
• Conference Talk

IEEE

Transcending TRANSCEND - Revisiting Malware Classification in the Presence of Concept Drift

Explore innovative approaches to malware classification, addressing concept drift challenges and advancing beyond traditional methods for improved cybersecurity defenses.

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

Certified Cyber Threat Intelligence Analyst

1112 ratings at Udemy

Learn to intelligently detect and take down cyber threats

• Udemy
• 9 hours 39 minutes
• On-Demand
• Paid Course

Windows Malware Analysis for Hedgehogs - Beginner Training

421 ratings at Udemy

Learn what truly matters from an actual analyst: malware reversing, clean vs malware, report writing, unpacking

• Udemy
• 11 hours 48 minutes
• On-Demand
• Paid Course

USENIX

Humans vs. Machines in Malware Classification

Experimental study comparing human and machine approaches to malware classification, revealing insights into feature prioritization and decision-making processes for both novice and expert analysts.

• YouTube
• 15 minutes
• On-Demand
• Conference Talk

John Hammond

Classifying Malware with YARA

Learn to classify malware using YARA rules, from setup to integration. Explore writing techniques, resources, and practical applications for effective malware analysis and detection.

• YouTube
• 25 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

Jeff Heaton

Security and Information Assurance with Deep Learning

Explore deep learning applications in security, focusing on intrusion detection systems and common pitfalls. Learn about complex security data and real-world examples of machine learning challenges.

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