Malware Detection Courses and Certifications

0xdade

Deep Learning for Realtime Malware Detection

Explore an ensemble deep learning model for real-time malware detection, combining CNN, LSTM, and NLP techniques to analyze domain names and identify potential threats with high accuracy.

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

nullcon

InfoSec Deep Learning in Action

Explore deep learning applications in cybersecurity, including use cases, data pipelines, algorithms, and real-world deployment challenges. Learn how AI can combat ransomware and other cyber threats.

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

Bill Buchanan OBE

Malware Creation and Detection - Lecture 2 April 2015

Explore malware types, analysis methods, and detection techniques in this comprehensive lecture on cybersecurity threats and defenses.

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

Security BSides London

Social Media & Security

Explore the evolving landscape of online security, from email spam to social media threats, and learn strategies to protect yourself in the digital age.

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

Security BSides San Francisco

A Case Study of MacOS Supply Chain Compromise

Explore MacOS supply chain vulnerabilities and learn proactive defense strategies using open-source tools for threat detection and malware identification in network environments.

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

Association for Computing Machinery (ACM)

FeatureSmith - Automatically Engineering Features for Malware Detection by Mining the Security Literature

Explore automated feature engineering for malware detection using security literature mining, enhancing detection accuracy and providing explainable results.

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

USENIX Enigma Conference

Building Realistic Machine Learning Systems for Security

Explore building robust machine learning systems for malware detection, addressing challenges like low false positive rates, polluted data, and realistic adversarial attacks in security applications.

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

USENIX Enigma Conference

Adversarial Examples in Machine Learning - Crafting and Defending Against Attacks

Explore machine learning vulnerabilities, adversarial examples, and their impact on system security. Learn crafting techniques and defenses through practical tutorials and real-world applications.

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

BruCON Security Conference

Hunting Android Malware - A Novel Runtime Technique for Identifying Applications

Novel Android malware detection technique analyzing application HEAP at runtime, identifying dangerous objects without APK access. Potential integration with Android Attestation Framework for real-time malicious app identification.

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

BruCON Security Conference

Detecting Malware Even When It Is Encrypted

Innovative machine learning approach for detecting malware in encrypted HTTPS traffic using Bro IDS logs, without decryption. Focuses on behavioral features and connection 4-tuples for improved accuracy.

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

BruCON Security Conference

One Packer to Rule Them All

Explore advanced packing techniques to evade antivirus detection, including new methods for x86 and x64 malware, and learn about the stages of malware detection processes.

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

USENIX Enigma Conference

Classifiers Under Attack: Evasion Techniques and Defensive Strategies

Exploring vulnerabilities in machine learning classifiers for security applications, demonstrating evasion techniques, and discussing methods to enhance robustness against adversarial attacks.

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

BSidesLV

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

Explore innovative malware detection techniques using transfer learning and deep neural networks for enhanced cybersecurity and threat prevention.

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

Black Hat

A New Trend for the Blue Team - Using a Symbolic Engine to Detect Evasive Forms of Malware - Ransomware

Explore symbolic engines for detecting evasive malware and ransomware, enhancing blue team capabilities in reverse engineering and threat analysis.

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

Black Hat

New Memory Forensics Techniques to Defeat Device Monitoring Malware

Discover new Volatility plugins for detecting device monitoring malware across major OS. Learn about advanced memory forensics techniques to combat sophisticated threats.

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