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#Malware Classification

Showing: 17 courses
HackerSploit

Malware Analysis

26 rewiews
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.
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16 Lesons
3 hours 30 minutes
On-Demand
Free-Video
IEEE

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

0 rewiews
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.
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16 Lesons
28 minutes
On-Demand
Free-Video
IEEE

A Lustrum of Malware Network Communication: Evolution and Insights

0 rewiews
Explore the evolution of malware network communication over five years, examining trends, insights, and implications for cybersecurity through analysis of 26.8 million samples.
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15 Lesons
19 minutes
On-Demand
Free-Video
Bill Buchanan OBE

Malware Detection: Propagation, Types, and Analysis Techniques

0 rewiews
Learn techniques for identifying and analyzing malware, including propagation methods, backdoor types, static analysis, and hands-on demonstrations using MSS Venom and Calc.
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10 Lesons
24 minutes
On-Demand
Free-Video
Bill Buchanan OBE

Malware Analysis: Types, Classification, and Analysis Techniques

0 rewiews
Comprehensive overview of malware analysis techniques, covering types, virtualization, classification, dynamic analysis, file monitoring, and practical examples for various file formats.
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14 Lesons
1 hour 8 minutes
On-Demand
Free-Video
John Hammond

Classifying Malware with YARA

0 rewiews
Learn to classify malware using YARA rules, from setup to integration. Explore writing techniques, resources, and practical applications for effective malware analysis and detection.
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8 Lesons
25 minutes
On-Demand
Free-Video
USENIX Enigma Conference

When the Magic Wears Off - Flaws in Machine Learning for Security Evaluations

0 rewiews
Explores biases in machine learning for malware classification, proposing constraints and metrics for realistic evaluation. Introduces TESSERACT framework to improve classifier performance and ensure fair comparisons.
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1 Lesons
24 minutes
On-Demand
Free-Video
Jeff Heaton

Security and Information Assurance with Deep Learning

0 rewiews
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.
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16 Lesons
21 minutes
On-Demand
Free-Video
Security BSides San Francisco

An Open Source Malware Classifier and Dataset

0 rewiews
Explore open-source malware classification using machine learning, featuring a diverse Windows PE file dataset, pre-trained models, and reproducible code for enhanced static malware detection research.
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30 Lesons
28 minutes
On-Demand
Free-Video
44CON Information Security Conference

DGA Detection & Optimization

0 rewiews
Explore advanced machine learning for network-level DGA detection and the latest crimeware evasion techniques. Learn about botnet elements, forensics, and new detection technologies.
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22 Lesons
51 minutes
On-Demand
Free-Video
USENIX

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

0 rewiews
Unveils TESSERACT framework to eliminate spatial and temporal biases in Android malware classification, improving real-world robustness and revealing counterintuitive performance insights.
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1 Lesons
22 minutes
On-Demand
Free-Video
IEEE

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

0 rewiews
Explore innovative approaches to malware classification, addressing concept drift challenges and advancing beyond traditional methods for improved cybersecurity defenses.
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1 Lesons
18 minutes
On-Demand
Free-Video

Comparing Malicious Files

0 rewiews
Explore techniques for comparing malicious files, including sample identification, shared engines, and various metadata analysis methods to enhance threat detection and incident response.
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38 Lesons
56 minutes
On-Demand
Free-Video

Hybrid Image-Based Approaches for Modern Malware Classification

0 rewiews
Explore innovative hybrid image-based techniques for classifying modern malware, enhancing cybersecurity through advanced visual analysis and machine learning approaches.
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1 Lesons
1 hour 4 minutes
On-Demand
Free-Video
Black Hat

Malware Classification With Machine Learning Enhanced by Windows Kernel Emulation

0 rewiews
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.
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15 Lesons
27 minutes
On-Demand
Free-Video
SANS

Machine Learning for Enhanced Malware Detection and Classification

0 rewiews
Leverage AI and machine learning to enhance malware detection and classification, analyzing large datasets and creating a new ensemble classification facility for improved cybersecurity.
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1 Lesons
29 minutes
On-Demand
Free-Video
Google Cloud Tech

Generative AI for Defenders with Sec-PaLM 2 and Duet AI

0 rewiews
Explore how defenders can leverage generative AI to combat cyberattacks, focusing on Google Cloud Security AI Workbench powered by Sec-PaLM 2 and Duet AI capabilities for enhanced threat detection and response.
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1 Lesons
36 minutes
On-Demand
Free-Video